test: verify and document desktop ui

.gitignore

@@ -15,6 +15,7 @@ key-pw.xml
 secrets.local.xml
 *.local.xml
 config/javis.toml
+/javis.toml
 config/*secret*.xml
 !config/*.example.xml
 

CHANGELOG.md

@@ -18,6 +18,20 @@ Alle wesentlichen Projektänderungen werden hier in verständlicher Form dokumen
 - SQLite-Sitzungen mit geordneter Nachrichtenhistorie außerhalb des Repositories.
 - CLI-Befehle für neue, gelistete, geladene, geleerte und beendete Sitzungen.
 - Unit-Tests für Konfiguration, Speicher, Chatkern, Provider und CLI.
+- Sicherer Gemini-Key-Speicher über Betriebssystem-Keyring.
+- Offizieller Gemini-Provider mit lokalem Datenschutzrouter
+  (`allowed`/`ask`/`never`) und sichtbarem Ollama-Fallback.
+- Strikter Nullkostenmodus, lokale Schutzlimits und inhaltsfreies Provider-Audit.
+- Bereinigte CLI-Befehle `/provider`, `/privacy` und `/status`.
+- Sicheres PowerShell-Startskript ohne Systemänderungen.
+- Gemeinsames Streaming für Ollama und Gemini mit atomarer Speicherung,
+  Gedankenfilter, lesbarer Terminalausgabe und sicherem Strg+C-Abbruch.
+- Automatische lokale Sitzungstitel, `/rename`, nummerierte `/sessions`,
+  `/load <NR|ID>` und begrenzte `/search`-Suche.
+- PySide6-Desktop-MVP mit Sitzungsleiste, Markdownchat, Qt-Streamingworker,
+  sicherem Abbruch, Datenschutzdialog und bereinigter Statusspalte.
+- Sicherer Startweg `scripts/start-javis-gui.ps1`, der die vorhandene
+  Loopback-/Prozesslogik des CLI-Starters wiederverwendet.
 
 ### Changed
 
@@ -29,8 +43,25 @@ Alle wesentlichen Projektänderungen werden hier in verständlicher Form dokumen
 - Offizielle VS-Code-Erweiterungen für Python, Pylance und Python Environments eingerichtet.
 - `qwen3:8b` mit echten deutschen Antworten und GPU-/Zeitmessungen auf der RTX 3060 geprüft.
 - Projektstatus, Architektur und Datenmodell auf den funktionierenden Textchat aktualisiert.
+- Chatlaufzeit auf austauschbares Hybridrouting umgestellt; alte Ollama-Sitzungen
+  bleiben ladbar.
+- Nicht geheime Providerkonfiguration liegt lokal außerhalb von Git; ein Key wird
+  erst unmittelbar vor einem zulässigen Cloudaufruf geladen.
+- Allgemeine unpersönliche Technikfragen werden präziser als `allowed`
+  klassifiziert; persönliche, interne und geheime Inhalte behalten Vorrang.
+- Privacy-Ausgabe unterscheidet lokalen Modus von technischem Fallback.
+- SQLite-Sitzungen werden verlustfrei und idempotent um Titel und zuletzt
+  verwendeten Provider migriert.
 
 ### Security
 
 - Lokale Secret-Dateien, Laufzeitdaten, Modelle, Datenbanken und Logs werden von Git ausgeschlossen.
 - Das Sprachmodell darf keine Secret-Werte erhalten.
+- Gemini bleibt ohne lokale Aktivierung, Key, Nullkostenmodus und bestätigtes
+  Nicht-Billing deaktiviert; Javis aktiviert niemals Billing.
+- Cloudkontext wird lokal klassifiziert und minimiert; 429, Netzwerk-, Timeout-,
+  Key- und Modellfehler fallen auf Ollama zurück.
+- Gesundheits-, Symptom-, Verletzungs-, Medikamenten-, Diagnose-, Behandlungs-
+  und medizinische Notfallfragen werden vor Cloudclient-Erstellung strikt lokal behandelt.
+- Gemini-/Datenschutzablauf wurde am 30.07.2026 zusätzlich von Pascal manuell
+  erfolgreich abgenommen; kein Keywert erschien in der Ausgabe.

README.md

@@ -4,34 +4,55 @@ Javis ist ein langfristiges, lokal-first ausgerichtetes Projekt für einen pers
 
 ## Aktueller Stand
 
-Der erste lokale Textchat funktioniert auf Windows mit Ollama und `qwen3:8b`.
+Der lokale Textchat funktioniert auf Windows mit Ollama und `qwen3:8b`.
-Er bietet echte lokale Modellantworten ohne Cloud-Fallback, neue und fortsetzbare
+Gemini-Free-Hybridrouting, Datenschutz, Streaming und Sitzungsnavigation sind
-Sitzungen sowie SQLite-Persistenz außerhalb des Repositories.
+implementiert. Zusätzlich steht ein erster PySide6-Desktopclient zur manuellen
+Abnahme bereit.
 
 Noch nicht implementiert sind Obsidian-Zugriff, Serverzugriff, Sprache, Mobile
 Client und Living Mind.
 
-## Lokaler Start
+## Einfacher Start
 
-Ollama läuft in einem eigenen Terminal ausschließlich auf localhost:
+Aus dem Repository:
 
 ```powershell
-$env:OLLAMA_MODELS = 'D:\Javis-Data\ollama-models'
+powershell -ExecutionPolicy Bypass -File .\scripts\start-javis.ps1
-$env:OLLAMA_HOST = '127.0.0.1:11434'
-& 'D:\Javis-Tools\ollama\ollama.exe' serve
 ```
 
-Der Chat startet aus dem Repository in einem zweiten Terminal:
+Das Skript findet die portablen Werkzeuge standardmäßig relativ zum Laufwerk des
+Repositories, setzt Variablen nur für seinen Prozess, prüft Ollama ausschließlich
+auf `127.0.0.1:11434`, startet es bei Bedarf versteckt und öffnet den Chat. Es
+ändert weder PATH, Registry, Autostart, Windows-Dienste noch die systemweite
+PowerShell-Ausführungsrichtlinie.
 
-```powershell
+Abweichende Pfade sind über die Skriptparameter `-UvPath`, `-OllamaPath`,
-$env:UV_CACHE_DIR = 'D:\Javis-Tools\uv-cache'
+`-OllamaModels`, `-DataDir`, `-UvCacheDir` und `-PythonInstallDir` oder die
-$env:JAVIS_DATA_DIR = 'D:\Javis-Data\runtime'
+entsprechenden `JAVIS_*`-Umgebungsvariablen möglich.
-& 'D:\Javis-Tools\uv\uv.exe' run javis chat
-```
 
 Im Chat zeigt `/help` alle Befehle. Ohne `JAVIS_DATA_DIR` nutzt Javis einen
 sicheren benutzerspezifischen Plattformstandard.
 
+Desktopoberfläche:
+
+```powershell
+powershell -ExecutionPolicy Bypass -File .\scripts\start-javis-gui.ps1
+```
+
+Alternativ: `uv run javis gui`. Die [Desktop-Anleitung](docs/DESKTOP_UI.md)
+beschreibt Tastenkürzel, Datenschutzdialog und den manuellen Abnahmetest.
+
+Gemini bleibt standardmäßig aus. Die spätere lokale Einrichtung erfolgt ohne
+Key in der Konfigurationsdatei:
+
+```powershell
+& 'D:\Javis-Tools\uv\uv.exe' run javis configure gemini
+& 'D:\Javis-Tools\uv\uv.exe' run javis secrets set gemini
+```
+
+Der Key wird bei der zweiten Zeile verdeckt eingegeben und im
+Betriebssystem-Keyring gespeichert, niemals in Git oder TOML.
+
 ## Grundregeln
 
 - Plattformunabhängiger modularer Monolith, voraussichtlich in Python.

config/README.md

@@ -1,5 +1,11 @@
 # Konfiguration
 
-`javis.example.toml` dokumentiert ausschließlich nicht geheime Einstellungen. Für den lokalen Betrieb wird später eine ignorierte `javis.toml` erzeugt.
+`javis.example.toml` dokumentiert ausschließlich nicht geheime Einstellungen.
+Die lokale Datei liegt standardmäßig unter `JAVIS_DATA_DIR\javis.toml` und damit
+außerhalb des Repositorys. `JAVIS_CONFIG_FILE` darf alternativ einen absoluten
+Pfad angeben. Umgebungsvariablen überschreiben lokale TOML-Werte.
 
-Secret-Werte gehören nicht in TOML, Code oder Git. Die bevorzugte Zielarchitektur verwendet einen Secret-Provider, beispielsweise Betriebssystem-Keyring, geschützte Umgebungsvariablen oder später Docker Secrets. Falls Pascal XML nutzt, liegt die echte Datei nur lokal, mit restriktiven Rechten und Git-Ausschluss. Das Modell erhält niemals ihren Inhalt.
+Secret-Werte gehören nicht in TOML, Code oder Git. Der Gemini-Key liegt im
+Betriebssystem-Keyring und wird mit `javis secrets` verwaltet. Die TOML-Datei
+enthält nur die lokale Bestätigung, dass Pascal das Google-Projekt ohne Billing
+betreibt. Javis kann den externen Billingstatus nicht technisch verifizieren.

config/javis.example.toml

@@ -1,25 +1,20 @@
-# Entwurf für eine spätere TOML-Konfiguration.
-# Der erste Chat liest die in .env.example genannten Umgebungsvariablen.
-
-[app]
-display_name = "Javis"
-language = "de"
-
-[paths]
-data_dir = ""
-
 [providers]
-active = "ollama"
+active = "auto"
+
+[providers.ollama]
 model = "qwen3:8b"
-ollama_base_url = "http://127.0.0.1:11434"
+base_url = "http://127.0.0.1:11434"
 timeout_seconds = 180
-cloud_fallback = false
 
-[obsidian]
+[providers.gemini]
 enabled = false
-vault_path = ""
+model = "gemini-3.6-flash"
-write_areas = []
+optional_model = "gemini-3.5-flash-lite"
-
+free_only = true
-[security]
+billing_confirmed_disabled = false
-secrets_provider = "none"
+max_requests_per_day = 25
-require_approval_for_writes = true
+max_input_chars = 12000
+max_output_tokens = 1024
+timeout_seconds = 30
+max_attempts = 2
+max_context_messages = 6

docs/ARCHITECTURE.md

@@ -8,12 +8,12 @@ Javis beginnt als modularer Monolith. Module besitzen klare Zuständigkeiten und
 
 1. Interface: implementierte CLI; später möglicherweise Sprache, Mobilzugriff und Living Mind.
 2. Core: implementierter Gesprächsablauf und Sitzungslogik.
-3. Providers: kleine Schnittstelle und implementierter lokaler Ollama-Adapter.
+3. Providers: kleine Schnittstelle, lokaler Ollama- und optionaler Gemini-Adapter.
-4. Memory: implementierte SQLite-Sitzungen; ein semantischer Index ist nur geplant.
+4. Memory: SQLite-Sitzungen und separates inhaltsfreies Provider-Audit.
 5. Obsidian: zunächst lesender Adapter, später eng begrenzte Entwürfe.
 6. Tools und Status: feste Schemas, Allowlists, Timeouts und bereinigte Ausgaben.
-7. Security: Freigaben, Secret-Provider und Berechtigungsprüfung.
+7. Security: lokaler Datenschutzrouter, Freigaben und Betriebssystem-Keyring.
-8. Audit: nachvollziehbare Aktionen ohne geheime Inhalte.
+8. Audit: Provider-Metadaten ohne Prompts, Antworten oder geheime Inhalte.
 
 ## Plattformgrenzen
 
@@ -24,10 +24,13 @@ Javis beginnt als modularer Monolith. Module besitzen klare Zuständigkeiten und
 
 ## Implementierter Chatfluss
 
-`interface.cli` nimmt Text an, `core.chat_service` verbindet Sitzungsverlauf und
+`interface.cli` nimmt Text an und verbindet den `core.provider_router`.
-Provider, `providers.ollama` spricht nur die lokale Ollama-HTTP-API an und
+Dieser klassifiziert die aktuelle Anfrage vollständig lokal, minimiert den
-`memory.sqlite_store` speichert erfolgreiche Benutzer-/Assistentenpaare atomar.
+freigegebenen Kontext und wählt Gemini oder Ollama. `core.chat_service` speichert
-Scheitert das Modell, wird keine erfundene Antwort gespeichert.
+erst eine erfolgreiche Antwort zusammen mit der Benutzernachricht atomar.
 
-Es existiert kein Cloudadapter, Toolaufruf, Obsidian-Zugriff oder eigener
+Gemini ist nur bei lokaler Aktivierung, vorhandenem Key, `free_only = true`,
-öffentlicher Netzwerkdienst. Der Ollama-Endpunkt muss eine Loopback-Adresse sein.
+bestätigtem Nicht-Billing und passender Datenschutzentscheidung erreichbar.
+Ollama bleibt Loopback-, Datenschutz-, Offline-, Quota- und Fehlerfallback.
+Es existiert weiterhin kein Toolaufruf, Obsidian-Zugriff oder eigener öffentlicher
+Netzwerkdienst.

docs/CHATGPT_HANDOFF.md

@@ -45,7 +45,7 @@ Rootserver:
 
 ## Aktueller technischer Stand
 
-- Der erste lokale Textchat ist auf `feat/core-chat` implementiert und abgenommen.
+- Der erste lokale Textchat ist auf `main` implementiert, abgenommen und nach Gitea gepusht.
 - `uv run javis chat` liefert echte lokale Antworten und speichert Sitzungen in SQLite.
 - Konfigurationsbeispiel, Sicherheitsdokumente, ADRs und Strukturtest sind vorhanden.
 - Living-Mind-Verzeichnis ist ausschließlich ein inaktiver Vertrag ohne Frontend oder Fantasiedaten.
@@ -58,11 +58,65 @@ Rootserver:
 - Modelle liegen außerhalb von Git unter `D:\Javis-Data\ollama-models`.
 - Der lokale Ollama-Dienst bindet nur an `127.0.0.1:11434`; PATH, Registry,
   Autostart und Windows-Dienste blieben unverändert.
-- CLI-Befehle: `/new`, `/sessions`, `/load <ID>`, `/clear`, `/help`, `/exit`.
+- CLI-Befehle: `/new`, `/sessions`, `/load <NR|ID>`, `/search <Text>`,
+  `/rename <Titel>`, `/clear`, `/provider`, `/privacy`, `/status`, `/help`, `/exit`.
 - Sitzungsdaten liegen über `JAVIS_DATA_DIR` außerhalb von Git; der bestätigte
   Smoke-Test nutzte `D:\Javis-Data\runtime\core-chat-smoke`.
 - Kein Obsidian-, Laptop- oder Rootserverzugriff wurde implementiert.
-- Keine Tool-, Sprach-, Mobil-, Status- oder Living-Mind-Funktion ist implementiert.
+- Keine Tool-, Sprach-, Mobil- oder Living-Mind-Funktion ist implementiert.
+- Offizielle Gemini-Prüfung abgeschlossen: `gemini-3.6-flash` und
+  `gemini-3.5-flash-lite` sind stabile GA-Modelle mit Free-Tier-Textnutzung;
+  Standard dieses Pakets wird ausschließlich `gemini-3.6-flash`.
+- Sicherer Secret-Provider mit `keyring` 25.7.0 implementiert; unter Windows wird
+  der Windows Credential Locker verwendet.
+- Secret-CLI: `javis secrets set gemini`, `status` und `delete gemini`; Setzen
+  verwendet verdeckte Eingabe und kein Befehl gibt den Schlüsselwert aus.
+- Lokaler Datenschutzrouter klassifiziert jeden späteren Cloudaufruf konservativ
+  als `allowed`, `ask` oder `never`; `never` kann auch durch einen ausdrücklichen
+  Cloudwunsch nicht überstimmt werden.
+- Nullkosten-Vorgaben und lokale Schutzgrenzen sind zentral konfiguriert:
+  Gemini standardmäßig deaktiviert, `free_only = true`, keine bestätigte
+  Billing-Freiheit ohne Pascals lokale Bestätigung, höchstens ein Retry.
+- Provider-Nutzung wird separat in SQLite ausschließlich als technische Metadaten
+  protokolliert; Prompts, Antworten und Secrets werden dort nicht gespeichert.
+- Isolierter Gemini-Provider nutzt das offizielle `google-genai` 2.16.0 mit API
+  `v1`, begrenztem Timeout und maximal einem Retry; 429 wird nicht wiederholt.
+- Fehlender/ungültiger Schlüssel, 429, Netzwerkfehler und ungültige Antworten
+  werden als getrennte, bereinigte Fehler signalisiert.
+- Hybridrouter erzwingt lokal Datenschutz, Freigabe, Billing-Bestätigung,
+  Tages-/Größenlimits und sichtbares Ollama-Fallback vor jedem Cloudaufruf.
+- Ein abgelehnter Schlüssel deaktiviert Gemini für den restlichen CLI-Prozess;
+  alte reine Ollama-Sitzungen bleiben mit dem Hybridprovider ladbar.
+- Nicht geheime Provider-Einstellungen werden aus
+  `JAVIS_DATA_DIR\javis.toml` geladen; Umgebungsvariablen können sie sicher
+  überschreiben. Die Aktivierungsvorlage enthält `free_only = true` und die
+  lokale Billing-Bestätigung, aber niemals einen API-Key.
+- `javis configure gemini` verlangt zwei ausdrückliche Bestätigungen und lässt
+  Gemini bei leerer oder negativer Antwort deaktiviert.
+- Der echte CLI-Chat verwendet nun `hybrid/auto`; der Key wird erst vor einem
+  zulässigen Cloudaufruf gelesen. `/provider`, `/privacy` und `/status` zeigen
+  ausschließlich bereinigte Modi, Entscheidungen und Zähler.
+- `scripts/start-javis.ps1` verifiziert das Repository, setzt nur
+  Prozessvariablen, prüft Ollama auf Loopback, startet es bei Bedarf versteckt
+  und wartet begrenzt. Pfade sind per Parameter oder `JAVIS_*` überschreibbar.
+- Allgemeine unpersönliche Technikfragen zu RAM/SSD, SQLite, HTTP, Git und
+  ähnlichen Begriffen werden gezielter `allowed`; `never` und `ask` behalten
+  Vorrang bei Secrets, interner Infrastruktur und persönlichem Kontext.
+- Gesundheits-, Symptom-, Blutungs-, Verletzungs-, Medikamenten-, Diagnose-,
+  Behandlungs- und medizinische Notfallfragen sind zwingend lokal `never`.
+- `/privacy` trennt Inhaltsklassifikation, tatsächlichen Provider, Unterdrückung
+  durch Modus `local` und technischen Provider-Fallback.
+- Ollama, Gemini, Hybridrouter, Chatservice und CLI streamen sichtbare Antwortteile.
+  Verdeckte Gedanken werden nicht angefordert oder ausgegeben; Terminal-Markdown
+  wird lesbar bereinigt. Strg+C verwirft Teilantworten atomar und kehrt zum Chat zurück.
+- Desktop-MVP auf `feat/desktop-ui` begonnen: PySide6, gemeinsamer CLI-/GUI-
+  Runtime-Builder, Qt-freier Controller und ruhiges Drei-Spalten-Grundgerüst vorhanden.
+- Sitzungen, Suche, Umbenennen, Markdownanzeige, Qt-Streamingworker, sicherer
+  Abbruch, Modus und bereinigte Statusanzeige sind im Desktopclient verdrahtet.
+- `ask` unterstützt `Einmal erlauben`, `Lokal beantworten` und `Abbrechen`;
+  `never` erreicht weiterhin keinen Cloudfreigabedialog.
+- Startwege `uv run javis gui` und `scripts/start-javis-gui.ps1` funktionieren;
+  der GUI-Starter verwendet die sichere Loopback-/Prozesslogik des CLI-Starters.
 
 ## Aktuelle Architektur
 
@@ -70,9 +124,15 @@ Rootserver:
 - plattformunabhängige Pfade und zentrale Konfiguration
 - Modell-Provider als kleine austauschbare Schnittstelle
 - Ollama-Provider akzeptiert nur lokale HTTP-Loopback-Adressen
-- SQLite-Sitzungsspeicher mit atomaren Benutzer-/Assistentenpaaren
+- SQLite-Sitzungsspeicher mit atomaren Benutzer-/Assistentenpaaren, neutralem
+  Starttitel, lokaler sicherer Titelerzeugung und zuletzt genutztem Provider
+- Streaming wird erst nach vollständigem Abschluss atomar gespeichert; bei Abbruch
+  bleibt weder die Benutzerfrage noch eine unvollständige Antwort im Verlauf.
 - Laufzeitdaten außerhalb von Git über `JAVIS_DATA_DIR` oder sicheren Plattformstandard
-- lokale Modelle zuerst; keine kostenpflichtige API und kein stiller Cloud-Fallback
+- Hybridprovider bevorzugt Gemini für cloudgeeignete Inhalte und verwendet
+  Ollama bei Datenschutz, Ablehnung, Offline-, Quota- und Providerfehlern
+- strikter Nullkostenmodus ohne Billing-Aktivierung oder kostenpflichtigen Fallback;
+  lokales Modell bleibt Offline-, Datenschutz-, Ausfall- und Quota-Fallback
 - Secret-Werte außerhalb von Code, Git, Prompts und Logs
 - Modell erhält niemals Passwörter, Tokens oder private Schlüssel
 - keine freie Shell; spätere Tools benötigen feste Schemas, Allowlists, Timeouts und Freigaben
@@ -101,6 +161,28 @@ Rootserver:
 - Echten CLI-Chat ausgeführt und dieselbe Sitzung in einem neuen Prozess geladen,
   aufgelistet und erfolgreich mit einer weiteren Modellantwort fortgesetzt.
 - Obsidian, Ubuntu-Laptop und Rootserver blieben unverändert.
+- Aktuelle offizielle Gemini-Modelle, Free-Tier-Preise, dynamische Quoten,
+  Auth-Keys, GA-SDK, Fehlercodes und Datenschutzbedingungen geprüft und unter
+  `docs/GEMINI_PROVIDER.md` kompakt dokumentiert.
+- Betriebssystemgebundenen Secret-Provider und isolierte Fake-Backend-Tests ergänzt.
+- Datenschutzrouter, minimale Cloud-Kontextauswahl, strikte Nullkosten-Defaults,
+  lokale Tages-/Größenlimits und metadatenbasiertes Provider-Audit ergänzt.
+- Offiziellen Gemini-SDK-Client isoliert angebunden und ausschließlich mit
+  Test-Doubles gegen Erfolg, Key-, Quota-, Netzwerk- und Antwortfehler geprüft.
+- Hybridrouting und Audit mit Test-Doubles integriert: `never` konstruiert keinen
+  Cloudclient, `ask` verlangt Freigabe, 429/Netzwerk/Keyfehler fallen lokal zurück.
+- Lokalen TOML-Loader und sicheren Erzeuger ergänzt; vorhandene Konfigurationen
+  werden nicht ungefragt überschrieben und fehlerhafte TOML wird abgelehnt.
+- Hybridprovider in die CLI verdrahtet, sicheren Aktivierungsdialog und
+  bereinigte Provider-/Datenschutz-/Statusbefehle ergänzt.
+- Lesender Ollama-Status prüft nur Loopback-Erreichbarkeit und Modellliste.
+- Sicheres PowerShell-Startskript und kompakte Startdokumentation ergänzt; keine
+  PATH-, Registry-, Autostart-, Dienst- oder Richtlinienänderung.
+- Medizinische Inhalte vor Cloudclient-Erstellung strikt auf `never` gesetzt;
+  bestehende SQLite-Daten transaktional und wiederholbar um Titel/Provider migriert.
+- Echtes Ollama-/Gemini-Streaming, providerübergreifendes Fallback vor der ersten
+  Ausgabe und sicheren Streaming-Abbruch nach Teilausgabe implementiert.
+- CLI-Streaming mit lesbarer Markdown-Bereinigung und sicherem Strg+C ergänzt.
 
 ## Aktuelle Tests
 
@@ -115,9 +197,22 @@ Letzter bestätigter Projektstand:
 - uv-Lock und `uv sync --dev`: bestanden
 - Python in `.venv`: 3.12.13
 - Ruff in `.venv`: 0.16.0
-- Unit-Tests: 13 bestanden
+- Tests: 101 bestanden; zusätzlich Qt-Offscreen-Fenster, Dialogzuordnung und
+  sichere Wiederverwendung des Startskripts abgedeckt
+- `uv run javis gui` im Offscreen-Modus: erfolgreich, Exitcode 0
+- echter lokaler GUI-Smoke: erfolgreich; 1 Sitzung, 2 Nachrichten, Provider Ollama
+- GUI-Startskript mit prozesslokalem ExecutionPolicy-Bypass: erfolgreich
+- manuelle Desktop-Abnahme durch Pascal: noch offen
+- PowerShell-Syntax des Startskripts: erfolgreich geparst
 - Ruff Lint: bestanden
 - Ruff Formatprüfung: bestanden
+- lokaler CLI-Smoke ohne Secretzugriff: bestanden
+- echter Ollama-CLI-Streaming-Smoke mit Neustart/Laden: bestanden
+- echter Gemini-Streaming-Smoke mit öffentlichem Inhalt: bestanden; ein Abschnitt,
+  20 sichtbare Zeichen, 14 Eingabe- und 4 Ausgabetoken; kein Keywert ausgegeben
+- Obsidian-Vault unverändert: 1 Markdown-, 11 Gesamtdateien, letzter
+  Schreibzeitpunkt weiterhin 30.07.2026 15:42:31
+- Rootserver und Ubuntu-Laptop wurden nicht kontaktiert
 
 Lokaler Modell-Smoke-Test:
 
@@ -135,37 +230,46 @@ CLI-/Persistenz-Smoke:
 - `/sessions` listete Provider, Modell und Nachrichtenanzahl korrekt
 - fortgesetzte Frage erhielt die echte lokale Antwort `4`
 
+Abnahmestatus:
+
+- automatisiert durch Codex getestet: Core-Chat, SQLite, CLI und lokales Modell
+- manuell durch Pascal getestet: am 30.07.2026 erfolgreich; CLI-Start, echte
+  deutsche Antworten, Sitzungskontext, `/sessions`, `/exit`, Neustart,
+  `/load <UUID>`, vollständiger Verlauf und Fortsetzung
+- Gemini/Datenschutz/Fallback automatisiert durch Codex getestet: ja
+- Gemini/Datenschutz/Fallback manuell durch Pascal getestet: am 30.07.2026;
+  verdeckte Key-Speicherung ohne Wertausgabe, vollständiger `/status`, echter
+  Gemini-Erfolg, Cloudzähler, `ask`-Ablehnung, `never`, `/provider local` und
+  Startskript erfolgreich
+- für Merge freigegeben: ja, nach den dokumentierten kleinen Korrekturen
+- für produktive Nutzung freigegeben: nicht separat erklärt; keine Freigabe für
+  spätere Tools, Obsidian oder autonome Aktionen
+
 ## Git-Stand
 
-- aktueller Branch: `feat/core-chat`
+- aktueller Arbeitsbranch: `feat/desktop-ui`
-- stabiler Branch: `main`
+- stabiler Ausgangsstand: `main` bei `d3e85f2`
-- Grundgerüstcommit: `6d04171`
+- GUI-Grundgerüst und Kernadapter: `1658e04`
-- letzter Commit vor der Handoff-Verdichtung: `0e82748`
+- Sitzungen, Streaming, Abbruch und Datenschutz: `cf35148`
-- Handoff-Verdichtung auf `main`: `e6eb995`
+- Sitzungsnavigation: `43c1f76`
-- Python-Entwicklungsumgebung auf dem Feature-Branch: `fa90a5c`
+- Dokumentation: `328dcd9`
-- Laufzeit-/Modelldokumentation: `10d7cd7`
+- Chatkomfort-Merge nach `main`: `cbba102`
-- Chatkern und CLI: `ec9b2f9`
+- 91 Unit-Tests, Ruff und Strukturprüfung auf dem gemergten `main` bestanden
-- Unit-Tests: `b153daa`
+- Feature-Branch erfolgreich zu `origin/feat/chat-comfort` gepusht
+- `main` erfolgreich bis `3361eae` zu `origin/main` gepusht und synchron verifiziert
 - `origin` verwendet HTTPS
 - kein Force-Push und keine umgeschriebene Historie
 
-## Kompakter Changelog
-
-- `49a1dd3`: erster Gitea-Verbindungstest
-- `6d04171`: sicheres Javis-Grundgerüst
-- `0e82748`: Werkzeug-, Token- und Handoff-Regeln
-- `e6eb995`: einmalige Archivierung und Verdichtung des Handoffs
-- aktuell: isolierte Python-Toolchain und reproduzierbare Entwicklungsumgebung
-- aktuell: portable Ollama-Laufzeit und `qwen3:8b` außerhalb von Git verifiziert
-- aktuell: lokaler CLI-Chat und persistente SQLite-Sitzungen vollständig abgenommen
-
 ## Offene Entscheidungen und Fehler
 
 - endgültiger Produkt-/Repositoryname bleibt offen
-- Startmechanismus für Ollama ist noch bewusst manuell und nur pro Prozess konfiguriert
+- Startskript startet Ollama bei Bedarf pro Prozess; kein Autostart oder Dienst
-- Antworten werden noch nicht gestreamt; Sitzungen besitzen noch keine Titel oder Suche
+- Antworten werden gestreamt; Titel, Navigation und Suche sind implementiert
 - genauer späterer Obsidian-Schreibbereich ist nicht freigegeben
-- endgültiger Secret-Provider ist offen; lokale Klartext-XML wäre nur restriktiv geschützt und Git-ignoriert zulässig
+- normaler Secret-Provider ist festgelegt: Betriebssystem-Keyring; eine
+  Klartext-XML wird nicht für API-Schlüssel verwendet
+- Google-Quoten bleiben projektabhängig und müssen in AI Studio geprüft werden;
+  lokale Limits sind nur zusätzliche Schutzgrenzen
 - Gaming-PC zeigt derzeit nur 8 statt 16 logische CPU-Prozessoren; Ursache ungeklärt
 - ASUS-Laptop ist nicht automatisch für dasselbe Modell wie die RTX 3060 geeignet
 
@@ -174,6 +278,9 @@ CLI-/Persistenz-Smoke:
 - lokale Modellqualität und Geschwindigkeit unterscheiden sich stark zwischen RTX 3060 und GTX 1050
 - ATM10 und Javis dürfen den ASUS-Laptop nicht gleichzeitig überlasten
 - Secrets können über Logs, Prompts, Screenshots oder Git abfließen
+- Cloudrouting könnte sensible Daten preisgeben; vor jedem Cloudaufruf ist deshalb
+  lokal `allowed`, `ask` oder `never` zu entscheiden und Kontext zu minimieren
+- kostenlose Gemini-Kontingente und Modellnamen können sich ändern
 - Prompt Injection aus später eingelesenen Notizen oder Webseiten
 - unkontrollierter Obsidian-Schreibzugriff könnte Wissen beschädigen
 - Self-hosted LiveSync ist kein Ersatz für ein getestetes Backup
@@ -181,10 +288,12 @@ CLI-/Persistenz-Smoke:
 
 ## Nächster sinnvoller Auftrag
 
-Nach Merge von `feat/core-chat` den Chat gemeinsam im Alltag benutzen und zuerst
+Auf `feat/desktop-ui` als Nächstes vollständige Abschlussprüfungen ausführen,
-konkrete Bedienungs- oder Stabilitätsprobleme sammeln. Mögliche kleine Folgepakete
+Dokumentation committen und Feature-Branch pushen. Danach für Pascals manuelle
-sind ein klarer Start-/Stoppablauf, Streaming, Sitzungstitel oder eine explizite
+Desktop-Abnahme stoppen; noch nicht nach `main` mergen.
-lokale TOML-Konfiguration. Das spätere Laptop-Modell wird erst auf dessen Hardware
+Medizinische Antwortqualität bleibt ein späteres Sicherheits-/Systemprompt-Thema.
-gemessen und separat entschieden.
+Noch keine Obsidian-Integration oder Tools beginnen.
+
+Keinen API-Key in Chat, Git, Obsidian, Logs oder Dokumentation übernehmen.
 
 Nicht Teil dieses Meilensteins: Obsidian-Integration, Serverzugriff, Sprache, Mobile Client oder Living-Mind-Code.

docs/DECISIONS.md

@@ -8,8 +8,11 @@
 | ADR-0004 | Tokenbewusst arbeiten, ohne Qualität oder Sicherheit zu senken | angenommen |
 | ADR-0005 | Laufenden Handoff kompakt halten und Vollstände nur zu Meilensteinen archivieren | angenommen |
 | ADR-0006 | Ollama und qwen3:8b für den ersten Windows-Chat verwenden | angenommen |
+| ADR-0007 | Gemini kostenlos bevorzugen, sensible Inhalte lokal halten und niemals Billing aktivieren | angenommen |
+| UI-0001 | Desktop-MVP verwendet PySide6 und denselben Javis-Kern wie die CLI | angenommen |
 
-Offen bleiben insbesondere das endgültige Runtime-Secret-System, der genaue
+Der normale Runtime-Secret-Speicher ist mit dem Betriebssystem-Keyring festgelegt;
+keine XML-Secret-Datei. Offen bleiben insbesondere der genaue
 Obsidian-Schreibbereich, das spätere Laptop-Modell und der Produktname.
 
 Ausführliche Begründungen stehen unter [`docs/adr`](adr/README.md).

docs/DESKTOP_UI.md

@@ -0,0 +1,87 @@
+# Javis Desktop
+
+## Installation und Start
+
+Die Desktopoberfläche verwendet PySide6 und denselben Python-Kern wie der CLI-Chat.
+
+```powershell
+& 'D:\Javis-Tools\uv\uv.exe' sync --dev
+& 'D:\Javis-Tools\uv\uv.exe' run javis gui
+```
+
+Der empfohlene Windows-Start prüft zusätzlich Repository, lokale Werkzeuge und
+Ollama und setzt ausschließlich Prozessvariablen:
+
+```powershell
+.\scripts\start-javis-gui.ps1
+```
+
+Falls Windows den direkten Skriptaufruf per Richtlinie blockiert, funktioniert
+ohne systemweite Änderung der prozesslokale Start:
+
+```powershell
+powershell -NoProfile -ExecutionPolicy Bypass -File .\scripts\start-javis-gui.ps1
+```
+
+Der bisherige Start über `.\scripts\start-javis.ps1` beziehungsweise
+`uv run javis chat` bleibt unverändert verfügbar.
+
+## Bedienung
+
+- `Enter`: Nachricht senden
+- `Shift+Enter`: neue Zeile
+- `Ctrl+N`: neue Sitzung
+- `Ctrl+K`: Sitzungssuche fokussieren
+- `Esc`: laufende Antwort abbrechen
+- Doppelklick: Sitzung laden
+- Kontextmenü einer Sitzung: umbenennen
+
+Die linke Spalte verwaltet Sitzungen. In der Mitte erscheinen Verlauf,
+Markdownantwort und Eingabe. Rechts stehen nur bereinigte technische Metadaten:
+Zustand, Modus, Provider, Ollama-Erreichbarkeit, Modell, Datenschutzentscheidung,
+Cloudzähler, Fallback und Datenverzeichnis.
+
+## Provider und Datenschutz
+
+`Hybrid/Auto` verwendet weiterhin den vorhandenen lokalen Datenschutzrouter.
+`Lokal` verhindert Cloudnutzung. Bei `ask` stehen drei Entscheidungen bereit:
+
+- `Einmal erlauben`: minimierten notwendigen Kontext einmalig an Gemini senden
+- `Lokal beantworten`: ohne Cloud mit Ollama antworten
+- `Abbrechen`: Anfrage ohne Speicherung beenden
+
+`never` wird ausschließlich lokal verarbeitet und zeigt keinen Freigabedialog.
+Der Gemini-Key bleibt im Betriebssystem-Keyring und wird in der Oberfläche weder
+ausgegeben noch dokumentiert.
+
+## Streaming und Abbruch
+
+Die Modellgenerierung läuft in einem Qt-Worker. Es kann nur eine Antwort
+gleichzeitig laufen. `Stoppen`, `Esc` oder kontrolliertes Schließen fordern den
+Abbruch an. Ein unvollständiges Benutzer-/Assistentenpaar wird nicht gespeichert.
+
+## Bekannte Grenzen
+
+- keine Sprache, kein Mikrofon und kein Wakeword
+- keine Betriebssystem-, App-, Obsidian-, Server- oder Laptopsteuerung
+- keine autonomen Aktionen und keine neuen Cloudanbieter
+- Schließen kann kurz warten, bis der lokale Netzwerkstream kontrolliert reagiert
+- medizinische Antwortqualität ist ein späteres Sicherheits-/Systemprompt-Thema
+
+## Manueller Abnahmetest für Pascal
+
+1. `.\scripts\start-javis-gui.ps1`
+2. Prüfen, dass sich das Fenster öffnet.
+3. Eine lokale Frage stellen.
+4. Die gestreamte Antwort prüfen.
+5. Eine neue Sitzung anlegen.
+6. Die alte Sitzung laden.
+7. Eine Antwort mit `Esc` oder `Stoppen` abbrechen.
+8. Den Modus `Lokal` testen.
+9. Eine öffentliche Technikfrage im Hybridmodus testen.
+10. Eine `ask`-Anfrage lokal beantworten lassen.
+11. Anwendung schließen und neu starten.
+12. Die gespeicherte Sitzung erneut laden.
+
+Abnahmestatus: automatisierte Tests und echter lokaler GUI-Smoke durch Codex
+bestanden; manuelle Abnahme durch Pascal steht noch aus.

docs/DEVELOPMENT_SETUP.md

@@ -35,19 +35,27 @@ $env:UV_CACHE_DIR = 'D:\Javis-Tools\uv-cache'
 & 'D:\Javis-Tools\uv\uv.exe' run ruff format --check .
 ```
 
-Vor dem Chat wird Ollama in einem eigenen Terminal gestartet:
+## Komfortabler Start
+
+Der normale Start aus dem Repository benötigt nur:
 
 ```powershell
-$env:OLLAMA_MODELS = 'D:\Javis-Data\ollama-models'
+powershell -ExecutionPolicy Bypass -File .\scripts\start-javis.ps1
-$env:OLLAMA_HOST = '127.0.0.1:11434'
-& 'D:\Javis-Tools\ollama\ollama.exe' serve
 ```
 
-Danach:
+`-ExecutionPolicy Bypass` gilt nur für diesen Prozess; das Skript ändert keine
+systemweite Richtlinie. Es prüft Ollama auf Loopback, startet bei Bedarf die
+portable Laufzeit versteckt und wartet höchstens 15 Sekunden. Werkzeug- und
+Datenpfade können mit Parametern oder folgenden Umgebungsvariablen überschrieben
+werden:
 
-```powershell
+- `JAVIS_UV_PATH`
-$env:JAVIS_DATA_DIR = 'D:\Javis-Data\runtime'
+- `JAVIS_OLLAMA_PATH`
-& 'D:\Javis-Tools\uv\uv.exe' run javis chat
+- `JAVIS_OLLAMA_MODELS`
-```
+- `JAVIS_DATA_DIR`
+- `JAVIS_UV_CACHE_DIR`
+- `JAVIS_PYTHON_INSTALL_DIR`
 
-Die absoluten Pfade sind ausschließlich lokale Entwicklungsdokumentation. Der Anwendungscode darf keine festen Windows-Pfade enthalten.
+Die Standardpfade werden vom Laufwerk des Repositorys abgeleitet; persönliche
+Windows-Benutzerpfade sind nicht eingebrannt. PATH, Registry, Autostart und
+Windows-Dienste bleiben unverändert.

docs/GEMINI_PROVIDER.md

@@ -0,0 +1,85 @@
+# Gemini-Provider: bestätigte Rahmenbedingungen
+
+Stand der Prüfung: 30.07.2026. Verwendet wurden ausschließlich offizielle
+Google-Dokumentation und das offizielle Google-SDK-Repository.
+
+## Modellauswahl
+
+- aktiver Standard dieses Arbeitspakets: `gemini-3.6-flash`
+- später optional konfigurierbar: `gemini-3.5-flash-lite`
+- beide Kennungen sind stabile, allgemein verfügbare Modelle
+- keine Preview-, Experimental- oder `latest`-Kennung wird Standard
+
+`gemini-3.6-flash` ist für Standard-Textgenerierung im Free Tier mit kostenfreien
+Ein- und Ausgabetokens aufgeführt. `gemini-3.5-flash-lite` ist ebenfalls im Free
+Tier verfügbar, wird in diesem Paket aber nicht aktiv geroutet.
+
+Quellen:
+
+- <https://ai.google.dev/gemini-api/docs/models/gemini-3.6-flash>
+- <https://ai.google.dev/gemini-api/docs/models/gemini-3.5-flash-lite>
+- <https://ai.google.dev/gemini-api/docs/pricing>
+- <https://ai.google.dev/gemini-api/docs/deprecations>
+
+## Quoten und Kosten
+
+Google misst Limits unter anderem als Requests pro Minute, Eingabetokens pro
+Minute und Requests pro Tag. Die aktiven Werte hängen von Modell, Projekt und
+Nutzungsstufe ab, sind nicht garantiert und müssen in Google AI Studio geprüft
+werden. Javis bildet deshalb keine Google-Quote als feste Wahrheit ab, sondern
+setzt zusätzliche konservative lokale Schutzlimits.
+
+Der Free Tier erfordert kein Billingkonto. Der Wechsel in einen bezahlten Tier
+erfordert laut Google eine aktive Billing-Verknüpfung. Javis kann den externen
+Projektstatus nicht technisch beweisen und verlangt deshalb vor Aktivierung eine
+lokale Bestätigung, dass Billing deaktiviert ist.
+
+Quellen:
+
+- <https://ai.google.dev/gemini-api/docs/rate-limits>
+- <https://ai.google.dev/gemini-api/docs/billing>
+
+## Datenschutz
+
+Die Preisübersicht kennzeichnet kostenlose Standardnutzung grundsätzlich als für
+Produktverbesserung nutzbar. Die zusätzlichen Nutzungsbedingungen enthalten eine
+Sonderregel für EWR, Schweiz und Vereinigtes Königreich. Unabhängig davon bleibt
+Javis konservativ: keine Secrets, Gesundheits-, Finanz- oder besonders sensiblen
+Daten; persönliche Daten nur nach lokaler Freigabe und mit minimalem Kontext.
+
+Quellen:
+
+- <https://ai.google.dev/gemini-api/terms>
+- <https://ai.google.dev/gemini-api/docs/logs-policy>
+
+## Schlüssel und SDK
+
+Neue Schlüssel aus Google AI Studio sind laut aktueller Dokumentation Auth-Keys,
+standardmäßig auf die Gemini API beschränkt. Unbeschränkte Standard-Keys werden
+abgelehnt beziehungsweise ausgemustert. Pascal soll einen neuen, ausschließlich
+für Javis verwendeten Auth-Key in AI Studio erstellen und niemals in Chat, Git,
+Obsidian, Logs oder Dokumentation einfügen.
+
+Für Python wird das GA-SDK `google-genai` verwendet. Javis nutzt ausschließlich
+zustandslose Textgenerierung über `generate_content`; keine Chatspeicherung,
+Dateien, Tools, Grounding, Caches, Agenten oder Medienfunktionen.
+Der reproduzierbare Lockfile löst aktuell `google-genai` 2.16.0 auf.
+
+Quellen:
+
+- <https://ai.google.dev/gemini-api/docs/api-key>
+- <https://ai.google.dev/gemini-api/docs/libraries>
+- <https://ai.google.dev/gemini-api/docs/generate-content/text-generation>
+- <https://github.com/googleapis/python-genai>
+
+## Fehler und Retries
+
+Timeouts und geeignete Server-/Netzwerkfehler dürfen höchstens einmal kontrolliert
+wiederholt werden. `429 RESOURCE_EXHAUSTED`, Authentifizierungs-, Datenschutz- und
+Quota-Fehler werden nicht wiederholt. Anschließend wird im späteren Router sichtbar
+lokal weitergearbeitet. Das SDK besitzt eigene Retry-Mechanismen; Javis konfiguriert
+diese ausdrücklich auf höchstens zwei Gesamtversuche und schließt 429 aus.
+
+Quelle:
+
+- <https://ai.google.dev/gemini-api/docs/troubleshooting>

docs/NEXT_SESSION.md

@@ -1,25 +1,26 @@
 # Nächste Sitzung
 
-## Ziel
+## Ausgangsstand
 
-Nach Abschluss und Merge von `feat/core-chat`: den ersten Textchat gemeinsam
+Der Core-Chat, Gemini-/Datenschutz-Meilenstein und das Chatkomfort-Paket sind
-benutzen und nur konkrete Bedienungs- oder Stabilitätsprobleme priorisieren.
+automatisiert geprüft. Pascal hat Core-Chat sowie Gemini/Datenschutz am
+30.07.2026 manuell abgenommen.
 
-## Vor Änderungen erneut prüfen
+Chatkomfort umfasst sicheres Ollama-/Gemini-Streaming, Strg+C ohne Teilpersistenz,
+medizinisches `never`, automatische und manuelle Sitzungstitel, nummerierte
+Listen, Laden per Nummer/ID-Präfix und begrenzte Suche in Titeln/Benutzertexten.
 
-1. `git status --short --branch`
+Das Desktop-MVP auf `feat/desktop-ui` verwendet denselben Kern wie die CLI.
-2. `git log -1 --oneline`
+101 Tests, Qt-Offscreen-Start und echter lokaler Ollama-GUI-Smoke sind erfolgreich.
-3. `docs/PROJECT_STATUS.md`
+Die manuelle Abnahme durch Pascal steht noch aus.
-4. offene Entscheidungen in `docs/DECISIONS.md`
 
-## Vorgeschlagener Umfang
+## Nächster sinnvoller Schritt
 
-- Start-/Stoppablauf von Ollama auf Alltagstauglichkeit prüfen
+Nur den Desktop-MVP nach `docs/DESKTOP_UI.md` manuell abnehmen. Erst danach mit
-- reale mehrteilige Gespräche und verständliche Fehlermeldungen beobachten
+Pascal ein einzelnes nächstes Paket festlegen; keine Folgephase automatisch beginnen.
-- bei Bedarf Streaming, Sitzungstitel oder eine explizite lokale TOML-Konfiguration
-  als eigenes kleines Feature planen
-- erst nach Messung auf der Zielhardware ein kleineres Laptop-Modell auswählen
 
-## Nicht beginnen
+## Weiterhin nicht beginnen
 
-Keine zweite Modelllaufzeit, kein Obsidian-Schreiben, kein SSH-/Serverzugriff, keine Sprache und kein Living-Mind-Frontend.
+Noch keine Obsidian-Integration, Tools, SSH-/Serversteuerung, Sprache, Mobile
+Client oder Living Mind. Der vorhandene Gemini-Key bleibt im Betriebssystem-
+Keyring und darf nicht erneut in Chat, Logs oder Dokumentation erscheinen.

docs/PROJECT_STATUS.md

@@ -1,6 +1,6 @@
 # Projektstatus
 
-Stand: lokaler Textchat auf `feat/core-chat`, 30.07.2026.
+Stand: Desktop-MVP automatisiert und mit lokalem Modell geprüft, 30.07.2026.
 
 ## Erreicht
 
@@ -20,28 +20,116 @@ Stand: lokaler Textchat auf `feat/core-chat`, 30.07.2026.
 - zwei echte deutsche Modellantworten erfolgreich vollständig auf der RTX 3060 erzeugt
 - kalter Test 36,19 s, warmer Kurztest 0,56 s; geladene GPU-Belegung 6.842 MiB
 - lokaler Ollama-Provider, zentrale Konfiguration und SQLite-Sitzungsspeicher implementiert
-- CLI mit `/new`, `/sessions`, `/load`, `/clear`, `/help` und `/exit` implementiert
+- CLI streamt Antworten und unterstützt `/new`, nummerierte `/sessions`,
+  `/load <NR|ID>`, `/search`, `/rename`, `/clear`, `/help` und `/exit`
+- bestehende SQLite-Datenbanken werden automatisch, transaktional und
+  wiederholbar um Sitzungstitel und zuletzt verwendeten Provider migriert
+- lokale Titelbildung ohne Modellaufruf; offensichtliche Secrets und medizinische
+  Inhalte werden nicht wörtlich in automatische Titel übernommen
 - echte CLI-Modellantwort sowie Laden und Fortsetzen derselben Sitzung in einem
   neuen Prozess bestätigt
-- 13 Unit-Tests, Ruff und Strukturprüfung erfolgreich
+- 101 Tests, Ruff, Struktur-, Gitignore-, Secret- und Auditprüfung erfolgreich
+- lokaler Core-Chat am 30.07.2026 zusätzlich von Pascal manuell erfolgreich
+  geprüft: deutsche Antworten, Sitzungskontext, `/sessions`, `/exit`, Neustart,
+  `/load <UUID>`, vollständiger Verlauf und Fortsetzung
+
+## Abnahmestatus
+
+- Core-Chat automatisiert durch Codex getestet: ja
+- Core-Chat manuell durch Pascal getestet: ja, am 30.07.2026
+- Gemini/Datenschutz/Fallback automatisiert durch Codex getestet: ja
+- Gemini/Datenschutz/Fallback manuell durch Pascal getestet: ja, am 30.07.2026
+- für Merge freigegeben: ja, nach den zwei kleinen Korrekturen
+- für produktive Nutzung freigegeben: nicht separat erklärt; keine spätere Tool-,
+  Obsidian- oder Autonomiefunktion
+
+## Chatkomfort-Meilenstein
+
+- Branch `feat/chat-comfort`
+- Ollama und Gemini verwenden denselben optionalen Streamingvertrag; Provider
+  ohne Streaming bleiben kompatibel
+- keine versteckten Gedanken; Terminal-Markdown wird lesbar bereinigt
+- vollständige Antwort wird genau einmal gespeichert; Strg+C und Streamfehler
+  hinterlassen keine unvollständige Nachricht
+- medizinische Fragen werden vor jeder Cloudclient-Erstellung zwingend `never`
+- Sitzungsliste zeigt Nummer, kurze ID, Titel, Datum, Nachrichtenanzahl und Provider
+- Laden per letzter Listennummer oder eindeutigem ID-Präfix; Mehrdeutigkeit wird erklärt
+- Suche ist auf 20 Ergebnisse begrenzt, parametrisiert und durchsucht nur Titel
+  sowie Benutzernachrichten
+- echter Ollama-CLI-Streaming-/Neustart-Smoke und echter kleiner
+  Gemini-Streaming-Smoke mit öffentlichem Inhalt erfolgreich
+
+## Gemini-/Datenschutz-Meilenstein
+
+- Branch `feat/gemini-privacy-router`
+- offizielle Gemini-Rahmenbedingungen geprüft; Standardmodell `gemini-3.6-flash`
+- `keyring` 25.7.0 mit Windows Credential Locker als normalem Secret-Speicher
+- verdeckte Secret-Befehle `set`, `status` und `delete`
+- lokaler Datenschutzrouter mit `allowed`, `ask` und nicht übersteuerbarem `never`
+- minimale Cloud-Kontextauswahl schließt sensible Verlaufsteile aus
+- konservative Nullkosten-Defaults und harte lokale Tages-, Größen-, Timeout-
+  und Retry-Grenzen
+- separates SQLite-Provider-Audit speichert nur Metadaten, keine Inhalte
+- isolierter Gemini-Provider mit offiziellem `google-genai` 2.16.0, API `v1`,
+  begrenztem Timeout, höchstens einem Retry und keinem 429-Retry
+- bereinigte, getrennte Fehler für fehlenden/ungültigen Key, Quote, Netzwerk,
+  Modellverfügbarkeit, Timeout und ungültige Antwort
+- Hybridrouter erzwingt vor Cloudaufrufen lokal `allowed`/`ask`/`never`,
+  Aktivierung, Billing-Bestätigung, Tages-/Größenlimit und minimierten Kontext
+- sichtbares lokales Fallback für fehlenden/ungültigen Key, 429, Netzwerk,
+  Datenschutz und lokale Grenzen; alte Ollama-Sitzungen bleiben ladbar
+- lokale nicht geheime TOML-Konfiguration außerhalb von Git; konservativer
+  Erzeuger überschreibt keine vorhandene Datei
+- `javis configure gemini` mit doppelter ausdrücklicher Bestätigung
+- echter Chat auf Hybridprovider verdrahtet; Key wird verzögert geladen
+- `/provider`, `/privacy` und `/status` geben keine Inhalte oder Keywerte aus
+- allgemeine unpersönliche Technikbegriffe werden gezielter `allowed`, während
+  persönliche, interne oder geheime technische Inhalte `ask`/`never` bleiben
+- `/privacy` trennt lokalen Modus von einem technischen Provider-Fallback
+- sicheres `scripts/start-javis.ps1` mit relativer Repositoryprüfung,
+  Loopback-Ollama und überschreibbaren externen Pfaden
+- 91 Unit-Tests aktuell erfolgreich; PowerShell-Syntax, Lockfile, Sync,
+  Strukturprüfung, Secret-Scan, Gitignore, Ruff-Format und Lint sauber
 
 ## Nicht implementiert
 
 Obsidian-Adapter, Tools, Serverzugriff, Sprache, Mobile Client,
-Living-Mind-Frontend und automatische Ollama-Prozessverwaltung.
+Living-Mind-Frontend.
+
+## Desktop-MVP
+
+- PySide6-Client verwendet Runtime, Chatservice, Hybridprovider, Datenschutz,
+  SQLite, Audit und Secret-Provider des bestehenden Kerns
+- Sitzungen, Suche, Umbenennen, Markdown, Streaming, Abbruch, Modus,
+  Dreifach-Freigabedialog und bereinigter Status implementiert
+- `uv run javis gui` und `scripts/start-javis-gui.ps1` vorhanden
+- Qt-Offscreen-Start und echter lokaler Ollama-GUI-Smoke bestanden
+- automatisiert durch Codex getestet: ja
+- echter lokaler GUI-Smoke durch Codex: ja; 1 Sitzung, 2 Nachrichten, Ollama
+- manuell durch Pascal abgenommen: noch nicht
 
 ## Git
 
-- Branch: `feat/core-chat`
+- aktueller Branch: `feat/desktop-ui`
-- Grundgerüstcommit: `6d04171`
+- Desktop-Basis: `main` bei `d3e85f2`
-- Basis des Feature-Branches: `e6eb995`
+- GUI-Grundgerüst: `1658e04`
-- Toolchain: `fa90a5c`
+- Sitzungen/Streaming/Datenschutz: `cf35148`
-- Laufzeit/Modell: `10d7cd7`
+- Basis: `main` bei `77b510b`
-- Chatkern: `ec9b2f9`
+- medizinisches Routing: `9148193`
-- Tests: `b153daa`
+- Streaming: `00a5a6c`
+- Titelmigration: `112ae6d`
+- Sitzungsnavigation: `43c1f76`
+- Dokumentation: `328dcd9`
+- Feature-Branch zu `origin/feat/chat-comfort` gepusht
+- Merge nach `main`: `cbba102`; 91 Tests und Ruff auf `main` erneut bestanden
+- `main` bis `3361eae` zu `origin/main` gepusht und synchron verifiziert
+- vorheriger Gemini-/Datenschutz-Merge auf `main`: `564a3fd`
 
 ## Bekannte Einschränkung
 
-Ollama wird bewusst manuell in einem eigenen Terminal gestartet. Antworten werden
+Das Startskript startet Ollama bei Bedarf lokal. Eine Löschfunktion ist nicht
-noch nicht gestreamt; Sitzungen haben noch keine Titel, Suche oder Löschfunktion.
+Bestandteil dieses Pakets.
 `qwen3:8b` ist nicht automatisch für die GTX 1050 des späteren Zielhosts geeignet.
+Der Gemini-Key liegt ausschließlich im Betriebssystem-Keyring; sein Wert wurde
+von Codex weder gelesen noch ausgegeben. Pascal hat den echten Cloud- und
+Fallbackablauf erfolgreich geprüft.

docs/SECURITY.md

@@ -14,10 +14,23 @@
 
 Secrets dürfen nie in Code, Git, Prompts, Chatverläufe oder Logs gelangen. Das Modell erfährt nur den Namen, die Verfügbarkeit und ein bereinigtes Aktionsergebnis.
 
-Bevorzugt wird eine Secret-Provider-Abstraktion. Eine optionale lokale XML-Datei wie `key-pw.xml` oder `secrets.local.xml` ist nur als restriktiv geschützte, Git-ignorierte Klartextdatei zulässig. Ins Repository darf höchstens eine leere Beispielstruktur.
+Die Secret-Provider-Abstraktion verwendet im normalen Betrieb das
+Betriebssystem-Keyring, unter Windows den Credential Manager. Der Gemini-Key wird
+verdeckt eingegeben, nie ausgegeben und erst unmittelbar vor einem zulässigen
+Cloudaufruf gelesen. Für API-Keys wird keine XML-Secret-Datei verwendet.
 
 Eine vorhandene SSH-Schlüsseldatei aus früherer LS25-/Gitea-Arbeit bleibt lokal. Pfad, privater Inhalt und Gerätekennung werden nicht dokumentiert.
 
+## Cloud und Nullkostenmodus
+
+- Datenschutzklassifizierung `allowed`, `ask` oder `never` erfolgt lokal.
+- `ask` ist ohne ausdrückliches Ja abgelehnt; `never` ist nicht übersteuerbar.
+- Prompts werden auf den minimal freigegebenen Kontext begrenzt.
+- Gemini bleibt ohne Aktivierung, Key und lokale Nicht-Billing-Bestätigung aus.
+- Javis aktiviert kein Billing und nutzt keine kostenpflichtigen Zusatzfunktionen.
+- Die externe Billingfreiheit kann Javis nicht technisch garantieren; Pascal muss
+  sie in Google AI Studio beziehungsweise dem Google-Projekt selbst prüfen.
+
 ## Obsidian
 
 - gesamter Vault zunächst nur lesend

docs/adr/0007-free-hybrid-providers.md

@@ -0,0 +1,36 @@
+# ADR-0007: Kostenlose hybride Providerstrategie
+
+Status: angenommen am 30.07.2026, Implementierung ausstehend.
+
+## Entscheidung
+
+Javis bleibt in Logik, Gedächtnis, Berechtigungen, Audit und Kontextauswahl lokal.
+Für ausdrücklich cloudgeeignete Inhalte soll Gemini später der bevorzugte
+kostenlose Provider werden. Ollama bleibt lokaler Datenschutz-, Offline-, Ausfall-
+und Quota-Fallback. `free_only = true` verbietet Billing-Aktivierung,
+kostenpflichtige Modellwahl und kostenpflichtige Fallbacks.
+
+Vor jedem Cloudaufruf entscheidet eine lokale Richtlinie:
+
+- `allowed`: minimal nötiger Ausschnitt darf übertragen werden
+- `ask`: Pascal muss vorher zustimmen
+- `never`: ausschließlich lokal verarbeiten
+
+Persönliche und familiäre Informationen sind mindestens `ask`. Secrets sowie
+Finanz-, Gesundheits- und besonders sensible Daten sind `never`. Der vollständige
+Obsidian-Vault darf niemals an Gemini übertragen werden.
+
+## Voraussetzungen
+
+Vor der Implementierung werden aktuelle kostenlose Modelle, exakte Modellnamen und
+Kontingente anhand offizieller Google-Dokumentation geprüft. Ein Gemini-Schlüssel
+wird nur über einen lokalen Secret-Provider geladen, auf die Gemini API begrenzt
+und niemals an Modellkontext, Git, Obsidian, Logs, Dokumentation oder Chat gegeben.
+Javis verbindet oder aktiviert kein Google-Billingkonto.
+
+## Folgen
+
+HTTP 429, Quota- und Netzwerkausfälle müssen verständlich behandelt und sicher zum
+lokalen Provider geroutet werden. Gemini ist bevorzugt, aber nie unersetzliche
+Grundlage. Die Umsetzung erfolgt als eigenes getestetes Featurepaket; der bereits
+abgenommene lokale Chat bleibt bis dahin unverändert.

docs/adr/README.md

@@ -6,3 +6,4 @@
 - [ADR-0004: Tokenbewusster Arbeitsablauf](0004-token-efficient-workflow.md)
 - [ADR-0005: Kompakter Handoff](0005-compact-handoff.md)
 - [ADR-0006: Erste lokale Modelllaufzeit](0006-first-local-runtime.md)
+- [ADR-0007: Kostenlose hybride Providerstrategie](0007-free-hybrid-providers.md)

pyproject.toml

@@ -8,13 +8,18 @@ version = "0.0.0"
 description = "Safe, local-first personal assistant project scaffold"
 readme = "README.md"
 requires-python = ">=3.11"
-dependencies = []
+dependencies = [
+    "google-genai>=2.6,<3",
+    "keyring>=25.7,<26",
+    "pyside6>=6.8,<7",
+]
 
 [project.scripts]
 javis = "javis.interface.cli:main"
 
 [dependency-groups]
 dev = [
+    "pytest>=8,<9",
     "ruff>=0.12,<1",
 ]
 

scripts/start-javis-gui.ps1

@@ -0,0 +1,20 @@
+[CmdletBinding()]
+param(
+    [string]$UvPath,
+    [string]$OllamaPath,
+    [string]$OllamaModels,
+    [string]$DataDir,
+    [string]$UvCacheDir,
+    [string]$PythonInstallDir
+)
+
+$ErrorActionPreference = 'Stop'
+$env:JAVIS_START_INTERFACE = 'gui'
+
+$sharedStarter = Join-Path $PSScriptRoot 'start-javis.ps1'
+if (-not (Test-Path -LiteralPath $sharedStarter -PathType Leaf)) {
+    throw "Das gemeinsame sichere Javis-Startskript wurde nicht gefunden."
+}
+
+& $sharedStarter @PSBoundParameters
+exit $LASTEXITCODE

scripts/start-javis.ps1

@@ -0,0 +1,126 @@
+[CmdletBinding()]
+param(
+    [string]$UvPath,
+    [string]$OllamaPath,
+    [string]$OllamaModels,
+    [string]$DataDir,
+    [string]$UvCacheDir,
+    [string]$PythonInstallDir
+)
+
+$ErrorActionPreference = 'Stop'
+
+function Get-ConfiguredPath {
+    param(
+        [string]$ParameterValue,
+        [string]$EnvironmentName,
+        [string]$DefaultValue
+    )
+
+    if (-not [string]::IsNullOrWhiteSpace($ParameterValue)) {
+        return [System.IO.Path]::GetFullPath($ParameterValue)
+    }
+    $environmentValue = [System.Environment]::GetEnvironmentVariable($EnvironmentName)
+    if (-not [string]::IsNullOrWhiteSpace($environmentValue)) {
+        return [System.IO.Path]::GetFullPath($environmentValue)
+    }
+    return [System.IO.Path]::GetFullPath($DefaultValue)
+}
+
+function Test-OllamaReady {
+    try {
+        $null = Invoke-RestMethod `
+            -Uri 'http://127.0.0.1:11434/api/version' `
+            -Method Get `
+            -TimeoutSec 2
+        return $true
+    }
+    catch {
+        return $false
+    }
+}
+
+$repositoryRoot = [System.IO.Path]::GetFullPath((Join-Path $PSScriptRoot '..'))
+if (-not (Test-Path -LiteralPath (Join-Path $repositoryRoot 'pyproject.toml') -PathType Leaf)) {
+    throw "Das Repository konnte relativ zum Startskript nicht verifiziert werden."
+}
+
+$driveRoot = [System.IO.Path]::GetPathRoot($repositoryRoot)
+$resolvedUv = Get-ConfiguredPath `
+    -ParameterValue $UvPath `
+    -EnvironmentName 'JAVIS_UV_PATH' `
+    -DefaultValue (Join-Path $driveRoot 'Javis-Tools\uv\uv.exe')
+$resolvedOllama = Get-ConfiguredPath `
+    -ParameterValue $OllamaPath `
+    -EnvironmentName 'JAVIS_OLLAMA_PATH' `
+    -DefaultValue (Join-Path $driveRoot 'Javis-Tools\ollama\ollama.exe')
+$resolvedModels = Get-ConfiguredPath `
+    -ParameterValue $OllamaModels `
+    -EnvironmentName 'JAVIS_OLLAMA_MODELS' `
+    -DefaultValue (Join-Path $driveRoot 'Javis-Data\ollama-models')
+$resolvedData = Get-ConfiguredPath `
+    -ParameterValue $DataDir `
+    -EnvironmentName 'JAVIS_DATA_DIR' `
+    -DefaultValue (Join-Path $driveRoot 'Javis-Data\runtime')
+$resolvedCache = Get-ConfiguredPath `
+    -ParameterValue $UvCacheDir `
+    -EnvironmentName 'JAVIS_UV_CACHE_DIR' `
+    -DefaultValue (Join-Path $driveRoot 'Javis-Tools\uv-cache')
+$resolvedPython = Get-ConfiguredPath `
+    -ParameterValue $PythonInstallDir `
+    -EnvironmentName 'JAVIS_PYTHON_INSTALL_DIR' `
+    -DefaultValue (Join-Path $driveRoot 'Javis-Tools\python')
+
+if (-not (Test-Path -LiteralPath $resolvedUv -PathType Leaf)) {
+    throw "uv.exe wurde nicht gefunden: $resolvedUv"
+}
+if (-not (Test-Path -LiteralPath $resolvedModels -PathType Container)) {
+    throw "Der externe Ollama-Modellpfad wurde nicht gefunden: $resolvedModels"
+}
+
+$env:JAVIS_DATA_DIR = $resolvedData
+$env:OLLAMA_MODELS = $resolvedModels
+$env:OLLAMA_HOST = '127.0.0.1:11434'
+$env:UV_CACHE_DIR = $resolvedCache
+$env:UV_PYTHON_INSTALL_DIR = $resolvedPython
+
+if (-not (Test-OllamaReady)) {
+    if (-not (Test-Path -LiteralPath $resolvedOllama -PathType Leaf)) {
+        throw "Ollama ist nicht erreichbar und ollama.exe wurde nicht gefunden: $resolvedOllama"
+    }
+    Write-Host "Ollama wird lokal auf 127.0.0.1:11434 gestartet ..."
+    $ollamaProcess = Start-Process `
+        -FilePath $resolvedOllama `
+        -ArgumentList 'serve' `
+        -WindowStyle Hidden `
+        -PassThru
+
+    $ready = $false
+    for ($attempt = 1; $attempt -le 30; $attempt++) {
+        if ($ollamaProcess.HasExited) {
+            throw "Ollama wurde beendet, bevor die lokale API bereit war."
+        }
+        Start-Sleep -Milliseconds 500
+        if (Test-OllamaReady) {
+            $ready = $true
+            break
+        }
+    }
+    if (-not $ready) {
+        throw "Ollama war nach 15 Sekunden nicht unter 127.0.0.1:11434 erreichbar."
+    }
+}
+
+Push-Location $repositoryRoot
+try {
+    if ($env:JAVIS_START_INTERFACE -eq 'gui') {
+        & $resolvedUv run javis gui
+    }
+    else {
+        & $resolvedUv run javis chat
+    }
+    exit $LASTEXITCODE
+}
+finally {
+    Pop-Location
+}

src/javis/config/local_config.py

@@ -0,0 +1,113 @@
+"""Non-secret local TOML configuration."""
+
+from __future__ import annotations
+
+import os
+import tomllib
+from collections.abc import Mapping
+from pathlib import Path
+
+
+class LocalConfigError(ValueError):
+    """A local configuration file is malformed or unsafe to replace."""
+
+
+def _mapping(value: object, section: str) -> Mapping[str, object]:
+    if value is None:
+        return {}
+    if not isinstance(value, dict):
+        raise LocalConfigError(f"TOML-Abschnitt [{section}] muss eine Tabelle sein.")
+    return value
+
+
+def _value(values: Mapping[str, object], name: str) -> str | None:
+    value = values.get(name)
+    if value is None:
+        return None
+    if isinstance(value, bool):
+        return "true" if value else "false"
+    if isinstance(value, (str, int, float)):
+        return str(value)
+    raise LocalConfigError(f"TOML-Wert '{name}' hat einen nicht unterstützten Typ.")
+
+
+def load_local_defaults(path: Path) -> dict[str, str]:
+    """Translate the supported non-secret TOML fields to settings inputs."""
+    if not path.exists():
+        return {}
+    try:
+        with path.open("rb") as handle:
+            document = tomllib.load(handle)
+    except (OSError, tomllib.TOMLDecodeError) as exc:
+        raise LocalConfigError(f"Lokale Konfiguration ist ungültig: {path}") from exc
+
+    providers = _mapping(document.get("providers"), "providers")
+    gemini = _mapping(providers.get("gemini"), "providers.gemini")
+    ollama = _mapping(providers.get("ollama"), "providers.ollama")
+    translated: dict[str, str] = {}
+    fields = (
+        (providers, "active", "JAVIS_PROVIDER_MODE"),
+        (ollama, "model", "JAVIS_MODEL"),
+        (ollama, "base_url", "JAVIS_OLLAMA_URL"),
+        (ollama, "timeout_seconds", "JAVIS_MODEL_TIMEOUT"),
+        (gemini, "enabled", "JAVIS_GEMINI_ENABLED"),
+        (gemini, "model", "JAVIS_GEMINI_MODEL"),
+        (gemini, "optional_model", "JAVIS_GEMINI_OPTIONAL_MODEL"),
+        (gemini, "free_only", "JAVIS_FREE_ONLY"),
+        (
+            gemini,
+            "billing_confirmed_disabled",
+            "JAVIS_GEMINI_BILLING_CONFIRMED_DISABLED",
+        ),
+        (gemini, "max_requests_per_day", "JAVIS_MAX_CLOUD_REQUESTS_PER_DAY"),
+        (gemini, "max_input_chars", "JAVIS_MAX_CLOUD_INPUT_CHARS"),
+        (gemini, "max_output_tokens", "JAVIS_MAX_CLOUD_OUTPUT_TOKENS"),
+        (gemini, "timeout_seconds", "JAVIS_GEMINI_TIMEOUT"),
+        (gemini, "max_attempts", "JAVIS_GEMINI_MAX_ATTEMPTS"),
+        (gemini, "max_context_messages", "JAVIS_MAX_CLOUD_CONTEXT_MESSAGES"),
+    )
+    for table, toml_name, setting_name in fields:
+        value = _value(table, toml_name)
+        if value is not None:
+            translated[setting_name] = value
+    return translated
+
+
+def write_gemini_activation(path: Path) -> None:
+    """Create a conservative non-secret config without replacing existing data."""
+    if path.exists():
+        raise LocalConfigError(
+            f"Lokale Konfiguration existiert bereits und wurde nicht überschrieben: {path}"
+        )
+    content = """# Javis local configuration. This file must never contain secrets.
+
+[providers]
+active = "auto"
+
+[providers.ollama]
+model = "qwen3:8b"
+base_url = "http://127.0.0.1:11434"
+timeout_seconds = 180
+
+[providers.gemini]
+enabled = true
+model = "gemini-3.6-flash"
+optional_model = "gemini-3.5-flash-lite"
+free_only = true
+billing_confirmed_disabled = true
+max_requests_per_day = 25
+max_input_chars = 12000
+max_output_tokens = 1024
+timeout_seconds = 30
+max_attempts = 2
+max_context_messages = 6
+"""
+    try:
+        path.parent.mkdir(parents=True, exist_ok=True)
+        temporary_path = path.with_suffix(path.suffix + ".tmp")
+        temporary_path.write_text(content, encoding="utf-8")
+        os.replace(temporary_path, path)
+    except OSError as exc:
+        raise LocalConfigError(
+            f"Lokale Konfiguration konnte nicht geschrieben werden: {path}"
+        ) from exc

src/javis/config/settings.py

@@ -8,11 +8,42 @@ from dataclasses import dataclass
 from pathlib import Path
 from urllib.parse import urlparse
 
+from javis.config.local_config import LocalConfigError, load_local_defaults
+
 
 class ConfigurationError(ValueError):
     """Raised when runtime configuration is unsafe or invalid."""
 
 
+def _boolean(values: Mapping[str, str], name: str, default: bool) -> bool:
+    raw = values.get(name)
+    if raw is None:
+        return default
+    normalized = raw.strip().lower()
+    if normalized in {"1", "true", "yes", "on"}:
+        return True
+    if normalized in {"0", "false", "no", "off"}:
+        return False
+    raise ConfigurationError(f"{name} muss true oder false sein.")
+
+
+def _positive_integer(
+    values: Mapping[str, str],
+    name: str,
+    default: int,
+    *,
+    maximum: int,
+) -> int:
+    raw = values.get(name, str(default))
+    try:
+        result = int(raw)
+    except ValueError as exc:
+        raise ConfigurationError(f"{name} muss eine ganze Zahl sein.") from exc
+    if result <= 0 or result > maximum:
+        raise ConfigurationError(f"{name} muss zwischen 1 und {maximum} liegen.")
+    return result
+
+
 def default_data_dir(
     environ: Mapping[str, str] | None = None,
     *,
@@ -42,35 +73,101 @@ class Settings:
     model: str = "qwen3:8b"
     ollama_base_url: str = "http://127.0.0.1:11434"
     timeout_seconds: float = 180.0
+    provider_mode: str = "auto"
+    gemini_enabled: bool = False
+    gemini_model: str = "gemini-3.6-flash"
+    gemini_optional_model: str = "gemini-3.5-flash-lite"
+    free_only: bool = True
+    billing_confirmed_disabled: bool = False
+    max_cloud_requests_per_day: int = 25
+    max_cloud_input_chars: int = 12_000
+    max_cloud_output_tokens: int = 1_024
+    gemini_timeout_seconds: float = 30.0
+    gemini_max_retries: int = 1
+    max_cloud_context_messages: int = 6
 
     @property
     def database_path(self) -> Path:
         return self.data_dir / "sessions.sqlite3"
 
+    @property
+    def usage_database_path(self) -> Path:
+        return self.data_dir / "provider-usage.sqlite3"
+
+    @property
+    def config_path(self) -> Path:
+        return self.data_dir / "javis.toml"
+
     @classmethod
     def from_env(cls, environ: Mapping[str, str] | None = None) -> Settings:
-        values = os.environ if environ is None else environ
+        environment = os.environ if environ is None else environ
-        configured_dir = values.get("JAVIS_DATA_DIR")
+        configured_dir = environment.get("JAVIS_DATA_DIR")
-        data_dir = Path(configured_dir).expanduser() if configured_dir else default_data_dir(values)
+        data_dir = (
+            Path(configured_dir).expanduser() if configured_dir else default_data_dir(environment)
+        )
         if not data_dir.is_absolute():
             raise ConfigurationError("JAVIS_DATA_DIR muss ein absoluter Pfad sein.")
+        data_dir = data_dir.resolve()
+
+        configured_file = environment.get("JAVIS_CONFIG_FILE")
+        config_path = (
+            Path(configured_file).expanduser() if configured_file else data_dir / "javis.toml"
+        )
+        if not config_path.is_absolute():
+            raise ConfigurationError("JAVIS_CONFIG_FILE muss ein absoluter Pfad sein.")
+        try:
+            values = {**load_local_defaults(config_path.resolve()), **environment}
+        except LocalConfigError as exc:
+            raise ConfigurationError(str(exc)) from exc
 
         provider = values.get("JAVIS_PROVIDER", "ollama").strip()
         model = values.get("JAVIS_MODEL", "qwen3:8b").strip()
         base_url = values.get("JAVIS_OLLAMA_URL", "http://127.0.0.1:11434").strip()
         timeout_raw = values.get("JAVIS_MODEL_TIMEOUT", "180")
+        provider_mode = values.get("JAVIS_PROVIDER_MODE", "auto").strip().lower()
+        gemini_enabled = _boolean(values, "JAVIS_GEMINI_ENABLED", False)
+        free_only = _boolean(values, "JAVIS_FREE_ONLY", True)
+        billing_disabled = _boolean(values, "JAVIS_GEMINI_BILLING_CONFIRMED_DISABLED", False)
+        gemini_timeout_raw = values.get("JAVIS_GEMINI_TIMEOUT", "30")
 
         try:
             timeout = float(timeout_raw)
         except ValueError as exc:
             raise ConfigurationError("JAVIS_MODEL_TIMEOUT muss eine Zahl sein.") from exc
+        try:
+            gemini_timeout = float(gemini_timeout_raw)
+        except ValueError as exc:
+            raise ConfigurationError("JAVIS_GEMINI_TIMEOUT muss eine Zahl sein.") from exc
 
         settings = cls(
-            data_dir=data_dir.resolve(),
+            data_dir=data_dir,
             provider=provider,
             model=model,
             ollama_base_url=base_url,
             timeout_seconds=timeout,
+            provider_mode=provider_mode,
+            gemini_enabled=gemini_enabled,
+            gemini_model=values.get("JAVIS_GEMINI_MODEL", "gemini-3.6-flash").strip(),
+            gemini_optional_model=values.get(
+                "JAVIS_GEMINI_OPTIONAL_MODEL", "gemini-3.5-flash-lite"
+            ).strip(),
+            free_only=free_only,
+            billing_confirmed_disabled=billing_disabled,
+            max_cloud_requests_per_day=_positive_integer(
+                values, "JAVIS_MAX_CLOUD_REQUESTS_PER_DAY", 25, maximum=1_000
+            ),
+            max_cloud_input_chars=_positive_integer(
+                values, "JAVIS_MAX_CLOUD_INPUT_CHARS", 12_000, maximum=1_000_000
+            ),
+            max_cloud_output_tokens=_positive_integer(
+                values, "JAVIS_MAX_CLOUD_OUTPUT_TOKENS", 1_024, maximum=65_536
+            ),
+            gemini_timeout_seconds=gemini_timeout,
+            gemini_max_retries=_positive_integer(values, "JAVIS_GEMINI_MAX_ATTEMPTS", 2, maximum=2)
+            - 1,
+            max_cloud_context_messages=_positive_integer(
+                values, "JAVIS_MAX_CLOUD_CONTEXT_MESSAGES", 6, maximum=50
+            ),
         )
         settings.validate()
         return settings
@@ -84,6 +181,22 @@ class Settings:
             raise ConfigurationError("JAVIS_MODEL darf nicht leer sein.")
         if self.timeout_seconds <= 0:
             raise ConfigurationError("JAVIS_MODEL_TIMEOUT muss größer als 0 sein.")
+        if self.provider_mode not in {"auto", "local", "gemini"}:
+            raise ConfigurationError("JAVIS_PROVIDER_MODE muss auto, local oder gemini sein.")
+        if not self.free_only:
+            raise ConfigurationError(
+                "Kostenpflichtiger Betrieb wird nicht unterstützt; JAVIS_FREE_ONLY muss true sein."
+            )
+        if self.gemini_model != "gemini-3.6-flash":
+            raise ConfigurationError(
+                "In diesem Paket ist nur das geprüfte Standardmodell gemini-3.6-flash aktiv."
+            )
+        if not self.gemini_optional_model:
+            raise ConfigurationError("JAVIS_GEMINI_OPTIONAL_MODEL darf nicht leer sein.")
+        if self.gemini_timeout_seconds <= 0 or self.gemini_timeout_seconds > 60:
+            raise ConfigurationError(
+                "JAVIS_GEMINI_TIMEOUT muss größer als 0 und höchstens 60 sein."
+            )
 
         parsed = urlparse(self.ollama_base_url)
         if parsed.scheme != "http" or parsed.hostname not in {

src/javis/core/chat_service.py

@@ -2,16 +2,55 @@
 
 from __future__ import annotations
 
+import re
+from collections.abc import Iterator
 from dataclasses import dataclass
 
 from javis.memory.sqlite_store import ChatSession, SQLiteSessionStore
-from javis.providers.base import ChatMessage, LocalModelProvider
+from javis.providers.base import (
+    ChatMessage,
+    InvalidProviderResponseError,
+    LocalModelProvider,
+)
 
 
 class SessionProviderMismatchError(RuntimeError):
     """The active provider cannot safely continue the stored session."""
 
 
+_SENSITIVE_TITLE_PATTERN = re.compile(
+    r"(?ix)"
+    r"\b(?:api[-_ ]?key|passwort|password|token|secret|iban|kreditkarte|"
+    r"private[-_ ]?key|ssh[-_ ]?key)\b|"
+    r"-----BEGIN [A-Z ]+PRIVATE KEY-----|"
+    r"\b[A-Z]{2}\d{2}(?:[ ]?[A-Z0-9]){11,30}\b|"
+    r"\b[\w.+-]+@[\w.-]+\.[A-Z]{2,}\b"
+)
+_MEDICAL_TITLE_PATTERN = re.compile(
+    r"(?ix)\b(?:arzt|ärzt|blut(?:e|en|ung)?|diagnos|gesundheit|krank|"
+    r"medikament|notfall|schmerz|symptom|therap|verletz|wunde)\w*\b"
+)
+
+
+def derive_session_title(text: str, *, limit: int = 60) -> str:
+    """Create a short local title without retaining obvious sensitive values."""
+
+    normalized = " ".join(text.split())
+    if _SENSITIVE_TITLE_PATTERN.search(normalized):
+        return "Sensible Anfrage"
+    if _MEDICAL_TITLE_PATTERN.search(normalized):
+        return "Gesundheitsfrage"
+    cleaned = re.sub(r"[`*_#~]+", "", normalized).strip(" -:;,.!?")
+    if not cleaned:
+        return "Neue Unterhaltung"
+    if len(cleaned) <= limit:
+        return cleaned
+    shortened = cleaned[: limit - 1].rsplit(" ", 1)[0].rstrip(" -:;,.!?")
+    if not shortened:
+        shortened = cleaned[: limit - 1].rstrip()
+    return f"{shortened}…"
+
+
 @dataclass(frozen=True, slots=True)
 class LoadedSession:
     session: ChatSession
@@ -33,9 +72,33 @@ class ChatService:
     def list_sessions(self) -> list[ChatSession]:
         return self.store.list_sessions()
 
+    def search_sessions(self, text: str) -> list[ChatSession]:
+        normalized = text.strip()
+        if not normalized:
+            raise ValueError("Für die Suche fehlt ein Text.")
+        return self.store.search_sessions(normalized)
+
+    def resolve_session(self, reference: str) -> LoadedSession:
+        session = self.store.resolve_unique_prefix(reference)
+        return self.load_session(session.id)
+
+    def rename_session(self, session_id: str, title: str) -> ChatSession:
+        normalized = " ".join(title.split()).strip()
+        if not normalized:
+            raise ValueError("Der Sitzungstitel darf nicht leer sein.")
+        if len(normalized) > 60:
+            normalized = f"{normalized[:59].rstrip()}…"
+        return self.store.rename_session(session_id, normalized)
+
     def load_session(self, session_id: str) -> LoadedSession:
         session = self.store.get_session(session_id)
-        if session.provider != self.provider.name or session.model != self.provider.model:
+        supports_session = getattr(self.provider, "supports_session", None)
+        compatible = (
+            supports_session(session.provider, session.model)
+            if callable(supports_session)
+            else session.provider == self.provider.name and session.model == self.provider.model
+        )
+        if not compatible:
             raise SessionProviderMismatchError(
                 "Die Sitzung verwendet "
                 f"{session.provider}/{session.model}, aktiv ist "
@@ -50,8 +113,63 @@ class ChatService:
         loaded = self.load_session(session_id)
         messages = [*loaded.messages, ChatMessage("user", normalized)]
         response = self.provider.chat(messages)
-        self.store.append_exchange(session_id, normalized, response)
+        self.store.append_exchange(
+            session_id,
+            normalized,
+            response,
+            title_if_first=derive_session_title(normalized),
+            last_provider=self._last_provider_name(),
+        )
         return response
 
+    def stream_send(self, session_id: str, text: str) -> Iterator[str]:
+        normalized = text.strip()
+        if not normalized:
+            raise ValueError("Eine leere Nachricht wird nicht gesendet.")
+        loaded = self.load_session(session_id)
+        messages = [*loaded.messages, ChatMessage("user", normalized)]
+        stream_method = getattr(self.provider, "stream_chat", None)
+        stream = (
+            stream_method(messages)
+            if callable(stream_method)
+            else iter((self.provider.chat(messages),))
+        )
+        chunks: list[str] = []
+        completed = False
+        try:
+            for chunk in stream:
+                if not isinstance(chunk, str):
+                    raise InvalidProviderResponseError(
+                        "Der Provider lieferte einen ungültigen Streaming-Abschnitt."
+                    )
+                if not chunk:
+                    continue
+                chunks.append(chunk)
+                yield chunk
+            completed = True
+        finally:
+            if not completed:
+                close_stream = getattr(stream, "close", None)
+                if callable(close_stream):
+                    close_stream()
+
+        response = "".join(chunks).strip()
+        if not response:
+            raise InvalidProviderResponseError(
+                "Der Provider lieferte keine verwendbare Streaming-Antwort."
+            )
+        self.store.append_exchange(
+            session_id,
+            normalized,
+            response,
+            title_if_first=derive_session_title(normalized),
+            last_provider=self._last_provider_name(),
+        )
+
     def clear_session(self, session_id: str) -> None:
         self.store.clear_messages(session_id)
+
+    def _last_provider_name(self) -> str:
+        route = getattr(self.provider, "last_route", None)
+        provider_name = getattr(route, "provider", None)
+        return provider_name if isinstance(provider_name, str) else self.provider.name

src/javis/core/provider_router.py

@@ -0,0 +1,521 @@
+"""Local privacy and zero-cost routing between Gemini and Ollama."""
+
+from __future__ import annotations
+
+from collections.abc import Callable, Iterator
+from dataclasses import dataclass
+from enum import StrEnum
+
+from javis.memory.usage_store import ProviderEvent, SQLiteUsageStore, UsageStoreError
+from javis.providers.base import (
+    ChatMessage,
+    InvalidApiKeyError,
+    InvalidProviderResponseError,
+    LocalModelProvider,
+    MissingApiKeyError,
+    ProviderError,
+    ProviderUsage,
+    ResponseAbortedError,
+)
+from javis.security.privacy import CloudPolicy, PrivacyDecision, PrivacyRouter
+
+
+class ApprovalChoice(StrEnum):
+    ALLOW = "allow"
+    LOCAL = "local"
+    CANCEL = "cancel"
+
+
+ApprovalCallback = Callable[[PrivacyDecision], ApprovalChoice | bool]
+NoticeCallback = Callable[[str], None]
+CloudProviderFactory = Callable[[], LocalModelProvider]
+
+
+@dataclass(frozen=True, slots=True)
+class RouteStatus:
+    provider: str
+    privacy_policy: CloudPolicy
+    fallback: bool
+    cloud_suppressed_by_local_mode: bool
+    technical_fallback: bool
+    reason: str
+
+
+class HybridProvider:
+    """Provider contract that enforces privacy before any cloud construction."""
+
+    name = "hybrid"
+    model = "auto"
+
+    def __init__(
+        self,
+        *,
+        local_provider: LocalModelProvider,
+        cloud_provider_factory: CloudProviderFactory,
+        cloud_model: str,
+        privacy_router: PrivacyRouter,
+        usage_store: SQLiteUsageStore,
+        approval_callback: ApprovalCallback,
+        notice_callback: NoticeCallback,
+        mode: str,
+        cloud_enabled: bool,
+        billing_confirmed_disabled: bool,
+        free_only: bool,
+        max_cloud_requests_per_day: int,
+        max_cloud_input_chars: int,
+        max_cloud_context_messages: int,
+    ) -> None:
+        if mode not in {"auto", "local", "gemini"}:
+            raise ValueError("Unbekannter Provider-Modus.")
+        if not free_only:
+            raise ValueError("Der Hybridprovider unterstützt ausschließlich den Nullkostenmodus.")
+
+        self.local_provider = local_provider
+        self._cloud_provider_factory = cloud_provider_factory
+        self._cloud_model = cloud_model
+        self._privacy_router = privacy_router
+        self._usage_store = usage_store
+        self._approval_callback = approval_callback
+        self._notice_callback = notice_callback
+        self.mode = mode
+        self._cloud_enabled = cloud_enabled
+        self._billing_confirmed_disabled = billing_confirmed_disabled
+        self._max_cloud_requests_per_day = max_cloud_requests_per_day
+        self._max_cloud_input_chars = max_cloud_input_chars
+        self._max_cloud_context_messages = max_cloud_context_messages
+        self._cloud_session_disabled = False
+        self.last_route: RouteStatus | None = None
+
+    def supports_session(self, provider: str, model: str) -> bool:
+        return (provider, model) in {
+            (self.name, self.model),
+            (self.local_provider.name, self.local_provider.model),
+        }
+
+    def set_mode(self, mode: str) -> None:
+        if mode not in {"auto", "local", "gemini"}:
+            raise ValueError("Provider-Modus muss auto, local oder gemini sein.")
+        self.mode = mode
+
+    def _approval_choice(self, decision: PrivacyDecision) -> ApprovalChoice:
+        result = self._approval_callback(decision)
+        if isinstance(result, bool):
+            return ApprovalChoice.ALLOW if result else ApprovalChoice.LOCAL
+        if isinstance(result, ApprovalChoice):
+            return result
+        raise ValueError("Ungültiges Ergebnis der Cloudfreigabe.")
+
+    def chat(self, messages: list[ChatMessage]) -> str:
+        current_text = messages[-1].content if messages else ""
+        cloud_requested = self.mode == "gemini"
+        decision = self._privacy_router.classify(
+            current_text,
+            cloud_requested=cloud_requested,
+        )
+
+        if self.mode == "local":
+            return self._local(
+                messages,
+                decision,
+                "lokaler Modus",
+                fallback=False,
+                cloud_suppressed_by_local_mode=True,
+            )
+        if decision.policy is CloudPolicy.NEVER:
+            return self._local(messages, decision, decision.reason, fallback=True)
+
+        approved = decision.policy is CloudPolicy.ALLOWED
+        if decision.policy is CloudPolicy.ASK:
+            choice = self._approval_choice(decision)
+            if choice is ApprovalChoice.CANCEL:
+                raise ResponseAbortedError("Anfrage vor der Cloudfreigabe abgebrochen.")
+            approved = choice is ApprovalChoice.ALLOW
+            if choice is ApprovalChoice.LOCAL:
+                return self._local(messages, decision, "Cloudfreigabe abgelehnt", fallback=True)
+
+        unavailable_reason = self._cloud_unavailable_reason()
+        if unavailable_reason:
+            return self._local(messages, decision, unavailable_reason, fallback=True)
+        if len(current_text) > self._max_cloud_input_chars:
+            return self._local(
+                messages,
+                decision,
+                "Nachricht überschreitet das lokale Cloud-Größenlimit",
+                fallback=True,
+            )
+
+        cloud_messages = self._privacy_router.minimal_context(
+            messages,
+            current_policy=decision.policy,
+            approved=approved,
+            max_chars=self._max_cloud_input_chars,
+            max_messages=self._max_cloud_context_messages,
+        )
+        if not cloud_messages:
+            return self._local(messages, decision, "kein freigegebener Cloudkontext", fallback=True)
+
+        try:
+            cloud_provider = self._cloud_provider_factory()
+            response = cloud_provider.chat(cloud_messages)
+        except InvalidApiKeyError as exc:
+            self._cloud_session_disabled = True
+            return self._cloud_failure(messages, decision, exc, disable_notice=True)
+        except (MissingApiKeyError, ProviderError) as exc:
+            return self._cloud_failure(messages, decision, exc)
+
+        usage = getattr(cloud_provider, "last_usage", ProviderUsage())
+        self._record(
+            ProviderEvent(
+                provider=cloud_provider.name,
+                model=cloud_provider.model,
+                success=True,
+                error_category=None,
+                fallback=False,
+                privacy_policy=decision.policy.value,
+                input_tokens=usage.input_tokens,
+                output_tokens=usage.output_tokens,
+            )
+        )
+        self.last_route = RouteStatus(
+            provider=cloud_provider.name,
+            privacy_policy=decision.policy,
+            fallback=False,
+            cloud_suppressed_by_local_mode=False,
+            technical_fallback=False,
+            reason="Cloudaufruf erfolgreich",
+        )
+        return response
+
+    def stream_chat(self, messages: list[ChatMessage]) -> Iterator[str]:
+        current_text = messages[-1].content if messages else ""
+        decision = self._privacy_router.classify(
+            current_text,
+            cloud_requested=self.mode == "gemini",
+        )
+
+        if self.mode == "local":
+            yield from self._stream_local(
+                messages,
+                decision,
+                "lokaler Modus",
+                fallback=False,
+                cloud_suppressed_by_local_mode=True,
+            )
+            return
+        if decision.policy is CloudPolicy.NEVER:
+            yield from self._stream_local(
+                messages,
+                decision,
+                decision.reason,
+                fallback=True,
+            )
+            return
+
+        approved = decision.policy is CloudPolicy.ALLOWED
+        if decision.policy is CloudPolicy.ASK:
+            choice = self._approval_choice(decision)
+            if choice is ApprovalChoice.CANCEL:
+                raise ResponseAbortedError("Anfrage vor der Cloudfreigabe abgebrochen.")
+            approved = choice is ApprovalChoice.ALLOW
+            if choice is ApprovalChoice.LOCAL:
+                yield from self._stream_local(
+                    messages,
+                    decision,
+                    "Cloudfreigabe abgelehnt",
+                    fallback=True,
+                )
+                return
+
+        unavailable_reason = self._cloud_unavailable_reason()
+        if unavailable_reason:
+            yield from self._stream_local(
+                messages,
+                decision,
+                unavailable_reason,
+                fallback=True,
+            )
+            return
+        if len(current_text) > self._max_cloud_input_chars:
+            yield from self._stream_local(
+                messages,
+                decision,
+                "Nachricht überschreitet das lokale Cloud-Größenlimit",
+                fallback=True,
+            )
+            return
+
+        cloud_messages = self._privacy_router.minimal_context(
+            messages,
+            current_policy=decision.policy,
+            approved=approved,
+            max_chars=self._max_cloud_input_chars,
+            max_messages=self._max_cloud_context_messages,
+        )
+        if not cloud_messages:
+            yield from self._stream_local(
+                messages,
+                decision,
+                "kein freigegebener Cloudkontext",
+                fallback=True,
+            )
+            return
+
+        emitted = False
+        try:
+            cloud_provider = self._cloud_provider_factory()
+            for chunk in self._provider_chunks(cloud_provider, cloud_messages):
+                emitted = True
+                yield chunk
+        except InvalidApiKeyError as exc:
+            self._cloud_session_disabled = True
+            if emitted:
+                self._raise_interrupted_cloud(decision, exc)
+            yield from self._stream_cloud_failure(
+                messages,
+                decision,
+                exc,
+                disable_notice=True,
+            )
+            return
+        except (MissingApiKeyError, ProviderError) as exc:
+            if emitted:
+                self._raise_interrupted_cloud(decision, exc)
+            yield from self._stream_cloud_failure(messages, decision, exc)
+            return
+
+        if not emitted:
+            error = InvalidProviderResponseError(
+                "Gemini hat keine verwendbare Streaming-Antwort geliefert."
+            )
+            yield from self._stream_cloud_failure(messages, decision, error)
+            return
+
+        usage = getattr(cloud_provider, "last_usage", ProviderUsage())
+        self._record(
+            ProviderEvent(
+                provider=cloud_provider.name,
+                model=cloud_provider.model,
+                success=True,
+                error_category=None,
+                fallback=False,
+                privacy_policy=decision.policy.value,
+                input_tokens=usage.input_tokens,
+                output_tokens=usage.output_tokens,
+            )
+        )
+        self.last_route = RouteStatus(
+            provider=cloud_provider.name,
+            privacy_policy=decision.policy,
+            fallback=False,
+            cloud_suppressed_by_local_mode=False,
+            technical_fallback=False,
+            reason="Cloudstream erfolgreich",
+        )
+
+    @staticmethod
+    def _provider_chunks(
+        provider: LocalModelProvider,
+        messages: list[ChatMessage],
+    ) -> Iterator[str]:
+        stream_method = getattr(provider, "stream_chat", None)
+        chunks = (
+            stream_method(messages) if callable(stream_method) else iter((provider.chat(messages),))
+        )
+        completed = False
+        try:
+            for chunk in chunks:
+                if not isinstance(chunk, str):
+                    raise InvalidProviderResponseError(
+                        "Der Provider lieferte einen ungültigen Streaming-Abschnitt."
+                    )
+                if chunk:
+                    yield chunk
+            completed = True
+        finally:
+            if not completed:
+                close = getattr(chunks, "close", None)
+                if callable(close):
+                    close()
+
+    def _stream_cloud_failure(
+        self,
+        messages: list[ChatMessage],
+        decision: PrivacyDecision,
+        error: ProviderError,
+        *,
+        disable_notice: bool = False,
+    ) -> Iterator[str]:
+        self._record_cloud_error(decision, error)
+        reason = "Gemini nicht verfügbar"
+        if disable_notice:
+            reason = "Gemini-Schlüssel abgelehnt; Cloud für diese Sitzung deaktiviert"
+        yield from self._stream_local(
+            messages,
+            decision,
+            reason,
+            fallback=True,
+            technical_fallback=True,
+        )
+
+    def _raise_interrupted_cloud(
+        self,
+        decision: PrivacyDecision,
+        error: ProviderError,
+    ) -> None:
+        self._record_cloud_error(decision, error)
+        self.last_route = RouteStatus(
+            provider="gemini",
+            privacy_policy=decision.policy,
+            fallback=False,
+            cloud_suppressed_by_local_mode=False,
+            technical_fallback=True,
+            reason="Cloudstream nach Teilausgabe abgebrochen",
+        )
+        raise ResponseAbortedError(
+            "Der Gemini-Stream wurde nach einer Teilausgabe abgebrochen; "
+            "es wurde kein lokaler Ersatz angehängt."
+        ) from error
+
+    def _stream_local(
+        self,
+        messages: list[ChatMessage],
+        decision: PrivacyDecision,
+        reason: str,
+        *,
+        fallback: bool,
+        cloud_suppressed_by_local_mode: bool = False,
+        technical_fallback: bool = False,
+    ) -> Iterator[str]:
+        if fallback:
+            self._notice_callback(f"{reason} – lokale Antwort mit Ollama.")
+        emitted = False
+        try:
+            for chunk in self._provider_chunks(self.local_provider, messages):
+                emitted = True
+                yield chunk
+        except ProviderError as exc:
+            self._record(
+                ProviderEvent(
+                    provider=self.local_provider.name,
+                    model=self.local_provider.model,
+                    success=False,
+                    error_category=type(exc).__name__,
+                    fallback=fallback,
+                    privacy_policy=decision.policy.value,
+                )
+            )
+            raise
+        if not emitted:
+            raise InvalidProviderResponseError(
+                "Ollama hat keine verwendbare Streaming-Antwort geliefert."
+            )
+        self._record(
+            ProviderEvent(
+                provider=self.local_provider.name,
+                model=self.local_provider.model,
+                success=True,
+                error_category=None,
+                fallback=fallback,
+                privacy_policy=decision.policy.value,
+            )
+        )
+        self.last_route = RouteStatus(
+            provider=self.local_provider.name,
+            privacy_policy=decision.policy,
+            fallback=fallback,
+            cloud_suppressed_by_local_mode=cloud_suppressed_by_local_mode,
+            technical_fallback=technical_fallback,
+            reason=reason,
+        )
+
+    def _cloud_unavailable_reason(self) -> str | None:
+        if not self._cloud_enabled:
+            return "Gemini ist lokal nicht aktiviert"
+        if not self._billing_confirmed_disabled:
+            return "fehlende lokale Bestätigung, dass Billing deaktiviert ist"
+        if self._cloud_session_disabled:
+            return "Gemini ist nach einem Schlüssel-Fehler für diese Sitzung deaktiviert"
+        try:
+            cloud_requests_today = self._usage_store.cloud_requests_on()
+        except UsageStoreError:
+            return "lokale Cloudlimit-Prüfung nicht verfügbar"
+        if cloud_requests_today >= self._max_cloud_requests_per_day:
+            return "lokales tägliches Cloudlimit erreicht"
+        return None
+
+    def _cloud_failure(
+        self,
+        messages: list[ChatMessage],
+        decision: PrivacyDecision,
+        error: ProviderError,
+        *,
+        disable_notice: bool = False,
+    ) -> str:
+        self._record_cloud_error(decision, error)
+        reason = "Gemini nicht verfügbar"
+        if disable_notice:
+            reason = "Gemini-Schlüssel abgelehnt; Cloud für diese Sitzung deaktiviert"
+        return self._local(
+            messages,
+            decision,
+            reason,
+            fallback=True,
+            technical_fallback=True,
+        )
+
+    def _record_cloud_error(
+        self,
+        decision: PrivacyDecision,
+        error: ProviderError,
+    ) -> None:
+        self._record(
+            ProviderEvent(
+                provider="gemini",
+                model=self._cloud_model,
+                success=False,
+                error_category=type(error).__name__,
+                fallback=False,
+                privacy_policy=decision.policy.value,
+            )
+        )
+
+    def _local(
+        self,
+        messages: list[ChatMessage],
+        decision: PrivacyDecision,
+        reason: str,
+        *,
+        fallback: bool,
+        cloud_suppressed_by_local_mode: bool = False,
+        technical_fallback: bool = False,
+    ) -> str:
+        if fallback:
+            self._notice_callback(f"{reason} – lokale Antwort mit Ollama.")
+        response = self.local_provider.chat(messages)
+        self._record(
+            ProviderEvent(
+                provider=self.local_provider.name,
+                model=self.local_provider.model,
+                success=True,
+                error_category=None,
+                fallback=fallback,
+                privacy_policy=decision.policy.value,
+            )
+        )
+        self.last_route = RouteStatus(
+            provider=self.local_provider.name,
+            privacy_policy=decision.policy,
+            fallback=fallback,
+            cloud_suppressed_by_local_mode=cloud_suppressed_by_local_mode,
+            technical_fallback=technical_fallback,
+            reason=reason,
+        )
+        return response
+
+    def _record(self, event: ProviderEvent) -> None:
+        try:
+            self._usage_store.record(event)
+        except UsageStoreError:
+            self._notice_callback(
+                "Warnung: Provider-Nutzungsmetadaten konnten nicht gespeichert werden."
+            )

src/javis/core/runtime.py

@@ -0,0 +1,145 @@
+"""Shared runtime assembly for CLI and desktop interfaces."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from javis.config.settings import Settings
+from javis.core.chat_service import ChatService
+from javis.core.provider_router import ApprovalCallback, HybridProvider, NoticeCallback
+from javis.memory.sqlite_store import SQLiteSessionStore
+from javis.memory.usage_store import SQLiteUsageStore, UsageStoreError
+from javis.providers.base import MissingApiKeyError
+from javis.providers.gemini import GeminiProvider
+from javis.providers.ollama import OllamaProvider
+from javis.security.privacy import PrivacyRouter
+from javis.security.secrets import SecretProvider, SecretStoreError
+
+
+@dataclass(frozen=True, slots=True)
+class RuntimeStatus:
+    ollama_reachable: bool
+    local_model_available: bool
+    local_model: str
+    gemini_key_available: bool
+    gemini_configured: bool
+    free_only: bool
+    provider_mode: str
+    cloud_requests_today: int | None
+    local_fallbacks_today: int | None
+    data_dir: str
+
+    def cli_lines(self) -> list[str]:
+        cloud_requests = (
+            self.cloud_requests_today if self.cloud_requests_today is not None else "unbekannt"
+        )
+        local_fallbacks = (
+            self.local_fallbacks_today if self.local_fallbacks_today is not None else "unbekannt"
+        )
+        return [
+            f"Ollama erreichbar: {'ja' if self.ollama_reachable else 'nein'}",
+            f"Lokales Modell vorhanden: {'ja' if self.local_model_available else 'nein'}",
+            f"Gemini-Schlüssel vorhanden: {'ja' if self.gemini_key_available else 'nein'}",
+            f"Gemini konfiguriert: {'ja' if self.gemini_configured else 'nein'}",
+            f"Nullkostenmodus: {'aktiv' if self.free_only else 'inaktiv'}",
+            f"Aktiver Providermodus: {self.provider_mode}",
+            f"Heutige Cloudanfragen: {cloud_requests}",
+            f"Heutige lokale Fallbacks: {local_fallbacks}",
+        ]
+
+
+@dataclass(slots=True)
+class JavisRuntime:
+    settings: Settings
+    service: ChatService
+    local_provider: OllamaProvider
+    hybrid_provider: HybridProvider
+    usage_store: SQLiteUsageStore
+    secrets: SecretProvider
+
+    def status(self) -> RuntimeStatus:
+        ollama = self.local_provider.probe()
+        try:
+            key_available = self.secrets.gemini_key_available()
+        except SecretStoreError:
+            key_available = False
+        try:
+            cloud_requests: int | None = self.usage_store.cloud_requests_on()
+            local_fallbacks: int | None = self.usage_store.local_fallbacks_on()
+        except UsageStoreError:
+            cloud_requests = local_fallbacks = None
+        return RuntimeStatus(
+            ollama_reachable=ollama.reachable,
+            local_model_available=ollama.model_available,
+            local_model=self.local_provider.model,
+            gemini_key_available=key_available,
+            gemini_configured=(
+                self.settings.gemini_enabled
+                and self.settings.free_only
+                and self.settings.billing_confirmed_disabled
+            ),
+            free_only=self.settings.free_only,
+            provider_mode=self.hybrid_provider.mode,
+            cloud_requests_today=cloud_requests,
+            local_fallbacks_today=local_fallbacks,
+            data_dir=str(self.settings.data_dir),
+        )
+
+
+def build_javis_runtime(
+    settings: Settings,
+    *,
+    approval_callback: ApprovalCallback,
+    notice_callback: NoticeCallback,
+    secret_provider: SecretProvider | None = None,
+) -> JavisRuntime:
+    """Assemble the existing core once for any user interface."""
+
+    store = SQLiteSessionStore(settings.database_path)
+    usage_store = SQLiteUsageStore(settings.usage_database_path)
+    secrets = secret_provider or SecretProvider()
+    local = OllamaProvider(
+        settings.model,
+        settings.ollama_base_url,
+        settings.timeout_seconds,
+    )
+
+    def create_cloud_provider() -> GeminiProvider:
+        try:
+            key = secrets.get_gemini_key()
+        except SecretStoreError as exc:
+            raise MissingApiKeyError(
+                "Der Gemini-Schlüssel konnte nicht sicher geladen werden."
+            ) from exc
+        return GeminiProvider(
+            model=settings.gemini_model,
+            api_key=key,
+            timeout_seconds=settings.gemini_timeout_seconds,
+            max_output_tokens=settings.max_cloud_output_tokens,
+            max_retries=settings.gemini_max_retries,
+        )
+
+    hybrid = HybridProvider(
+        local_provider=local,
+        cloud_provider_factory=create_cloud_provider,
+        cloud_model=settings.gemini_model,
+        privacy_router=PrivacyRouter(),
+        usage_store=usage_store,
+        approval_callback=approval_callback,
+        notice_callback=notice_callback,
+        mode=settings.provider_mode,
+        cloud_enabled=settings.gemini_enabled,
+        billing_confirmed_disabled=settings.billing_confirmed_disabled,
+        free_only=settings.free_only,
+        max_cloud_requests_per_day=settings.max_cloud_requests_per_day,
+        max_cloud_input_chars=settings.max_cloud_input_chars,
+        max_cloud_context_messages=settings.max_cloud_context_messages,
+    )
+    return JavisRuntime(
+        settings=settings,
+        service=ChatService(store, hybrid),
+        local_provider=local,
+        hybrid_provider=hybrid,
+        usage_store=usage_store,
+        secrets=secrets,
+    )

src/javis/interface/cli.py

@@ -3,28 +3,42 @@
 from __future__ import annotations
 
 import argparse
+import getpass
+import re
 import sys
 from collections.abc import Callable, Sequence
+from pathlib import Path
 
+from javis.config.local_config import LocalConfigError, write_gemini_activation
 from javis.config.settings import ConfigurationError, Settings
 from javis.core.chat_service import ChatService, SessionProviderMismatchError
+from javis.core.runtime import build_javis_runtime
 from javis.memory.sqlite_store import (
+    AmbiguousSessionReferenceError,
     ChatSession,
     SessionNotFoundError,
     SessionStoreError,
-    SQLiteSessionStore,
 )
+from javis.memory.usage_store import UsageStoreError
 from javis.providers.base import ProviderError
-from javis.providers.ollama import OllamaProvider
+from javis.security.secrets import SecretProvider, SecretStoreError
 
 InputFunction = Callable[[str], str]
 OutputFunction = Callable[[str], None]
+StreamOutputFunction = Callable[[str], None]
+StatusFunction = Callable[[], list[str]]
 
 HELP_TEXT = """Befehle:
   /new              neue Sitzung beginnen
   /sessions         gespeicherte Sitzungen auflisten
-  /load <ID>        frühere Sitzung laden und fortsetzen
+  /load <NR|ID>     Sitzung per Listennummer oder eindeutigem ID-Anfang laden
+  /search <TEXT>    Titel und eigene Nachrichten durchsuchen
+  /rename <TITEL>   aktive Sitzung umbenennen
   /clear            Nachrichten der aktiven Sitzung leeren
+  /provider         aktiven Providermodus anzeigen
+  /provider <MODUS> Modus auto, local oder gemini setzen
+  /privacy          letzte lokale Datenschutzentscheidung anzeigen
+  /status           bereinigten Providerstatus anzeigen
   /help             diese Hilfe anzeigen
   /exit             Chat ordentlich beenden"""
 
@@ -34,9 +48,83 @@ def build_parser() -> argparse.ArgumentParser:
     subparsers = parser.add_subparsers(dest="command", required=True)
     chat_parser = subparsers.add_parser("chat", help="lokalen Textchat starten")
     chat_parser.add_argument("--session", help="vorhandene Sitzungs-ID laden")
+    subparsers.add_parser("gui", help="Javis-Desktopoberfläche starten")
+    configure_parser = subparsers.add_parser(
+        "configure",
+        help="nicht geheime lokale Einstellungen einrichten",
+    )
+    configure_parser.add_argument("provider_name", choices=["gemini"])
+    secrets_parser = subparsers.add_parser("secrets", help="lokale Geheimwerte sicher verwalten")
+    secret_subparsers = secrets_parser.add_subparsers(dest="secret_action", required=True)
+    set_parser = secret_subparsers.add_parser("set", help="Geheimwert verdeckt setzen")
+    set_parser.add_argument("secret_name", choices=["gemini"])
+    secret_subparsers.add_parser("status", help="nur Verfügbarkeit anzeigen")
+    delete_parser = secret_subparsers.add_parser("delete", help="Geheimwert löschen")
+    delete_parser.add_argument("secret_name", choices=["gemini"])
     return parser
 
 
+def _confirmed(answer: str) -> bool:
+    return answer.strip().lower() in {"j", "ja", "y", "yes"}
+
+
+def run_gemini_configuration(
+    config_path: Path,
+    *,
+    input_fn: InputFunction = input,
+    output: OutputFunction = print,
+) -> int:
+    if not _confirmed(input_fn("Gemini Free Tier lokal aktivieren? [j/N] ")):
+        output("Gemini bleibt deaktiviert.")
+        return 1
+    if not _confirmed(
+        input_fn("Bestätigst du, dass für dieses Google-Projekt kein Billing aktiviert ist? [j/N] ")
+    ):
+        output("Gemini bleibt deaktiviert; keine Konfiguration wurde geschrieben.")
+        return 1
+    try:
+        write_gemini_activation(config_path)
+    except LocalConfigError as exc:
+        output(f"Konfigurationsfehler: {exc}")
+        return 2
+    output(f"Gemini-Free-Konfiguration gespeichert: {config_path}")
+    output("Nächster Schritt: javis secrets set gemini")
+    return 0
+
+
+def run_secrets(
+    action: str,
+    *,
+    provider: SecretProvider | None = None,
+    password_fn: Callable[[str], str] = getpass.getpass,
+    output: OutputFunction = print,
+) -> int:
+    secret_provider = provider or SecretProvider()
+    try:
+        if action == "status":
+            state = "verfügbar" if secret_provider.gemini_key_available() else "nicht verfügbar"
+            output(f"Gemini-Schlüssel: {state}")
+            return 0
+        if action == "set":
+            value = password_fn("Gemini API-Key: ")
+            secret_provider.set_gemini_key(value)
+            output("Gemini-Schlüssel wurde sicher gespeichert.")
+            return 0
+        if action == "delete":
+            deleted = secret_provider.delete_gemini_key()
+            output(
+                "Gemini-Schlüssel wurde gelöscht."
+                if deleted
+                else "Gemini-Schlüssel war nicht verfügbar."
+            )
+            return 0
+    except SecretStoreError as exc:
+        output(f"Fehler: {exc}")
+        return 2
+    output("Unbekannte Secret-Aktion.")
+    return 2
+
+
 def _show_history(service: ChatService, session_id: str, output: OutputFunction) -> None:
     loaded = service.load_session(session_id)
     if not loaded.messages:
@@ -51,19 +139,57 @@ def _show_sessions(sessions: list[ChatSession], output: OutputFunction) -> None:
     if not sessions:
         output("Keine gespeicherten Sitzungen vorhanden.")
         return
-    for session in sessions:
+    for number, session in enumerate(sessions, start=1):
+        date = session.updated_at[:10]
         output(
-            f"{session.id} | {session.updated_at} | "
+            f"{number}. {session.id[:8]} | {session.title} | {date} | "
-            f"{session.provider}/{session.model} | {session.message_count} Nachrichten"
+            f"{session.message_count} Nachrichten | {session.last_provider}"
         )
 
 
+class TerminalMarkdownRenderer:
+    """Turn common Markdown markers into readable incremental terminal text."""
+
+    _tail_size = 3
+
+    def __init__(self) -> None:
+        self._pending = ""
+
+    @staticmethod
+    def _clean(text: str) -> str:
+        text = re.sub(r"(?m)^[ \t]{0,3}#{1,6}[ \t]+", "", text)
+        for marker in ("```", "**", "__", "~~", "`"):
+            text = text.replace(marker, "")
+        return text
+
+    def feed(self, chunk: str) -> str:
+        combined = self._pending + chunk
+        if len(combined) <= self._tail_size:
+            self._pending = combined
+            return ""
+        visible = combined[: -self._tail_size]
+        self._pending = combined[-self._tail_size :]
+        return self._clean(visible)
+
+    def finish(self) -> str:
+        visible = self._clean(self._pending)
+        self._pending = ""
+        return visible
+
+
+def _terminal_write(text: str) -> None:
+    sys.stdout.write(text)
+    sys.stdout.flush()
+
+
 def run_chat(
     service: ChatService,
     *,
     session_id: str | None = None,
     input_fn: InputFunction = input,
     output: OutputFunction = print,
+    stream_output: StreamOutputFunction | None = None,
+    status_fn: StatusFunction | None = None,
 ) -> int:
     try:
         if session_id:
@@ -82,6 +208,7 @@ def run_chat(
         return 2
 
     output("Lokaler Javis-Chat. /help zeigt die Befehle.")
+    shown_sessions: list[ChatSession] = []
 
     while True:
         try:
@@ -107,10 +234,33 @@ def run_chat(
             continue
         if entered == "/sessions":
             try:
-                _show_sessions(service.list_sessions(), output)
+                shown_sessions = service.list_sessions()
+                _show_sessions(shown_sessions, output)
             except SessionStoreError as exc:
                 output(f"Fehler: {exc}")
             continue
+        if entered.startswith("/search"):
+            parts = entered.split(maxsplit=1)
+            if len(parts) != 2 or not parts[1].strip():
+                output("Verwendung: /search <Text>")
+                continue
+            try:
+                shown_sessions = service.search_sessions(parts[1])
+                _show_sessions(shown_sessions, output)
+            except (SessionStoreError, ValueError) as exc:
+                output(f"Fehler: {exc}")
+            continue
+        if entered.startswith("/rename"):
+            parts = entered.split(maxsplit=1)
+            if len(parts) != 2 or not parts[1].strip():
+                output("Verwendung: /rename <neuer Titel>")
+                continue
+            try:
+                renamed = service.rename_session(active_id, parts[1])
+                output(f"Sitzung umbenannt: {renamed.title}")
+            except (SessionNotFoundError, SessionStoreError, ValueError) as exc:
+                output(f"Fehler: {exc}")
+            continue
         if entered == "/clear":
             try:
                 service.clear_session(active_id)
@@ -118,18 +268,66 @@ def run_chat(
             except (SessionNotFoundError, SessionStoreError) as exc:
                 output(f"Fehler: {exc}")
             continue
+        if entered.startswith("/provider"):
+            parts = entered.split()
+            provider = service.provider
+            if len(parts) == 1:
+                output(f"Aktiver Providermodus: {getattr(provider, 'mode', 'local')}")
+                continue
+            if len(parts) != 2 or parts[1] not in {"auto", "local", "gemini"}:
+                output("Verwendung: /provider auto|local|gemini")
+                continue
+            set_mode = getattr(provider, "set_mode", None)
+            if not callable(set_mode):
+                output("Dieser Chat unterstützt keinen wechselbaren Providermodus.")
+                continue
+            set_mode(parts[1])
+            output(f"Providermodus: {parts[1]}")
+            continue
+        if entered == "/privacy":
+            route = getattr(service.provider, "last_route", None)
+            if route is None:
+                output("Noch keine Datenschutzentscheidung in dieser Sitzung.")
+            else:
+                output(
+                    "Datenschutzentscheidung: "
+                    f"{route.privacy_policy.value}; Provider: {route.provider}; "
+                    "Cloud durch Modus local unterdrückt: "
+                    f"{'ja' if route.cloud_suppressed_by_local_mode else 'nein'}; "
+                    f"Technischer Fallback: {'ja' if route.technical_fallback else 'nein'}"
+                )
+            continue
+        if entered == "/status":
+            if status_fn is None:
+                output("Keine erweiterte Statusprüfung verfügbar.")
+            else:
+                for line in status_fn():
+                    output(line)
+            continue
         if entered.startswith("/load"):
             parts = entered.split(maxsplit=1)
             if len(parts) != 2 or not parts[1].strip():
                 output("Verwendung: /load <Sitzungs-ID>")
                 continue
             try:
-                loaded = service.load_session(parts[1].strip())
+                reference = parts[1].strip()
+                if reference.isdecimal():
+                    number = int(reference)
+                    if not shown_sessions:
+                        output("Zuerst /sessions oder /search anzeigen.")
+                        continue
+                    if number < 1 or number > len(shown_sessions):
+                        output("Diese Listennummer ist nicht vorhanden.")
+                        continue
+                    loaded = service.load_session(shown_sessions[number - 1].id)
+                else:
+                    loaded = service.resolve_session(reference)
                 active_id = loaded.session.id
                 output(f"Sitzung geladen: {active_id}")
                 _show_history(service, active_id, output)
             except (
                 SessionNotFoundError,
+                AmbiguousSessionReferenceError,
                 SessionProviderMismatchError,
                 SessionStoreError,
             ) as exc:
@@ -139,15 +337,68 @@ def run_chat(
             output("Unbekannter Befehl. /help zeigt die verfügbaren Befehle.")
             continue
 
+        stream = service.stream_send(active_id, entered)
+        writer = stream_output or (_terminal_write if output is print else output)
+        renderer = TerminalMarkdownRenderer()
+        started = False
         try:
-            response = service.send(active_id, entered)
+            for chunk in stream:
-            output(f"Javis: {response}")
+                visible = renderer.feed(chunk)
+                if not visible:
+                    continue
+                if not started:
+                    writer("Javis: ")
+                    started = True
+                writer(visible)
+            remaining = renderer.finish()
+            if remaining:
+                if not started:
+                    writer("Javis: ")
+                    started = True
+                writer(remaining)
+            if started:
+                writer("\n")
+        except KeyboardInterrupt:
+            close = getattr(stream, "close", None)
+            if callable(close):
+                close()
+            if started:
+                writer("\n")
+            output("Generierung abgebrochen. Die unvollständige Antwort wurde nicht gespeichert.")
         except (ProviderError, SessionStoreError, SessionProviderMismatchError) as exc:
+            if started:
+                writer("\n")
             output(f"Fehler: {exc}")
         except ValueError as exc:
+            if started:
+                writer("\n")
             output(f"Fehler: {exc}")
 
 
+def build_runtime(
+    settings: Settings,
+    *,
+    input_fn: InputFunction,
+    output: OutputFunction,
+    secret_provider: SecretProvider | None = None,
+) -> tuple[ChatService, StatusFunction]:
+    def approve(_decision: object) -> bool:
+        answer = input_fn("Cloudfreigabe erforderlich. Einmalig erlauben? [j/N] ")
+        return _confirmed(answer)
+
+    runtime = build_javis_runtime(
+        settings,
+        approval_callback=approve,
+        notice_callback=output,
+        secret_provider=secret_provider,
+    )
+
+    def status() -> list[str]:
+        return runtime.status().cli_lines()
+
+    return runtime.service, status
+
+
 def main(
     argv: Sequence[str] | None = None,
     *,
@@ -155,26 +406,47 @@ def main(
     output: OutputFunction = print,
 ) -> int:
     args = build_parser().parse_args(argv)
+    if args.command == "secrets":
+        return run_secrets(
+            args.secret_action,
+            password_fn=input_fn if input_fn is not input else getpass.getpass,
+            output=output,
+        )
+    if args.command == "configure":
+        try:
+            settings = Settings.from_env()
+        except ConfigurationError as exc:
+            output(f"Konfigurationsfehler: {exc}")
+            return 2
+        return run_gemini_configuration(
+            settings.config_path,
+            input_fn=input_fn,
+            output=output,
+        )
+    if args.command == "gui":
+        from javis.ui.app import run_gui
+
+        return run_gui([])
     if args.command != "chat":
         return 2
 
     try:
         settings = Settings.from_env()
-        store = SQLiteSessionStore(settings.database_path)
+        service, status_fn = build_runtime(
-        provider = OllamaProvider(
+            settings,
-            settings.model,
+            input_fn=input_fn,
-            settings.ollama_base_url,
+            output=output,
-            settings.timeout_seconds,
         )
-    except (ConfigurationError, SessionStoreError) as exc:
+    except (ConfigurationError, SessionStoreError, UsageStoreError) as exc:
         output(f"Konfigurationsfehler: {exc}")
         return 2
 
     return run_chat(
-        ChatService(store, provider),
+        service,
         session_id=args.session,
         input_fn=input_fn,
         output=output,
+        status_fn=status_fn,
     )
 
 

src/javis/memory/sqlite_store.py

@@ -21,6 +21,10 @@ class SessionNotFoundError(SessionStoreError):
     """A requested session ID does not exist."""
 
 
+class AmbiguousSessionReferenceError(SessionStoreError):
+    """A short session reference matches multiple sessions."""
+
+
 @dataclass(frozen=True, slots=True)
 class ChatSession:
     id: str
@@ -28,9 +32,14 @@ class ChatSession:
     updated_at: str
     provider: str
     model: str
+    title: str
+    last_provider: str
     message_count: int = 0
 
 
+DEFAULT_SESSION_TITLE = "Neue Sitzung"
+
+
 def _utc_now() -> str:
     return datetime.now(UTC).isoformat(timespec="seconds")
 
@@ -63,16 +72,21 @@ class SQLiteSessionStore:
 
     def _initialize(self) -> None:
         with self._connection() as connection:
-            connection.executescript(
+            connection.execute(
                 """
                 CREATE TABLE IF NOT EXISTS sessions (
                     id TEXT PRIMARY KEY,
                     created_at TEXT NOT NULL,
                     updated_at TEXT NOT NULL,
                     provider TEXT NOT NULL,
-                    model TEXT NOT NULL
+                    model TEXT NOT NULL,
-                );
+                    title TEXT NOT NULL DEFAULT 'Neue Sitzung',
-
+                    last_provider TEXT NOT NULL DEFAULT ''
+                )
+                """
+            )
+            connection.execute(
+                """
                 CREATE TABLE IF NOT EXISTS messages (
                     id INTEGER PRIMARY KEY AUTOINCREMENT,
                     session_id TEXT NOT NULL,
@@ -82,10 +96,31 @@ class SQLiteSessionStore:
                     created_at TEXT NOT NULL,
                     FOREIGN KEY (session_id) REFERENCES sessions(id) ON DELETE CASCADE,
                     UNIQUE (session_id, position)
-                );
+                )
-
+                """
+            )
+            columns = {
+                row["name"] for row in connection.execute("PRAGMA table_info(sessions)").fetchall()
+            }
+            if "title" not in columns:
+                connection.execute(
+                    "ALTER TABLE sessions ADD COLUMN title TEXT NOT NULL DEFAULT 'Neue Sitzung'"
+                )
+            if "last_provider" not in columns:
+                connection.execute(
+                    "ALTER TABLE sessions ADD COLUMN last_provider TEXT NOT NULL DEFAULT ''"
+                )
+            connection.execute(
+                """
+                UPDATE sessions
+                SET last_provider = provider
+                WHERE last_provider = ''
+                """
+            )
+            connection.execute(
+                """
                 CREATE INDEX IF NOT EXISTS idx_messages_session_position
-                    ON messages(session_id, position);
+                    ON messages(session_id, position)
                 """
             )
 
@@ -96,14 +131,31 @@ class SQLiteSessionStore:
             with self._connection() as connection:
                 connection.execute(
                     """
-                    INSERT INTO sessions (id, created_at, updated_at, provider, model)
+                    INSERT INTO sessions
-                    VALUES (?, ?, ?, ?, ?)
+                        (id, created_at, updated_at, provider, model, title, last_provider)
+                    VALUES (?, ?, ?, ?, ?, ?, ?)
                     """,
-                    (session_id, now, now, provider, model),
+                    (
+                        session_id,
+                        now,
+                        now,
+                        provider,
+                        model,
+                        DEFAULT_SESSION_TITLE,
+                        provider,
+                    ),
                 )
         except sqlite3.Error as exc:
             raise SessionStoreError("Die Sitzung konnte nicht gespeichert werden.") from exc
-        return ChatSession(session_id, now, now, provider, model)
+        return ChatSession(
+            session_id,
+            now,
+            now,
+            provider,
+            model,
+            DEFAULT_SESSION_TITLE,
+            provider,
+        )
 
     def get_session(self, session_id: str) -> ChatSession:
         try:
@@ -140,6 +192,84 @@ class SQLiteSessionStore:
             raise SessionStoreError("Die Sitzungen konnten nicht aufgelistet werden.") from exc
         return [self._session_from_row(row) for row in rows]
 
+    def search_sessions(self, text: str, *, limit: int = 20) -> list[ChatSession]:
+        normalized = text.strip()
+        if not normalized:
+            return []
+        escaped = normalized.replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_")
+        pattern = f"%{escaped}%"
+        try:
+            with self._connection() as connection:
+                rows = connection.execute(
+                    """
+                    SELECT s.*, COUNT(m.id) AS message_count
+                    FROM sessions AS s
+                    LEFT JOIN messages AS m ON m.session_id = s.id
+                    WHERE s.title LIKE ? ESCAPE '\\' COLLATE NOCASE
+                       OR EXISTS (
+                            SELECT 1
+                            FROM messages AS searched
+                            WHERE searched.session_id = s.id
+                              AND searched.role = 'user'
+                              AND searched.content LIKE ? ESCAPE '\\' COLLATE NOCASE
+                       )
+                    GROUP BY s.id
+                    ORDER BY s.updated_at DESC, s.created_at DESC
+                    LIMIT ?
+                    """,
+                    (pattern, pattern, max(1, min(limit, 100))),
+                ).fetchall()
+        except sqlite3.Error as exc:
+            raise SessionStoreError("Die Sitzungssuche ist fehlgeschlagen.") from exc
+        return [self._session_from_row(row) for row in rows]
+
+    def resolve_unique_prefix(self, prefix: str) -> ChatSession:
+        normalized = prefix.strip()
+        if not normalized:
+            raise SessionNotFoundError("Leerer Sitzungsverweis.")
+        escaped = normalized.replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_")
+        try:
+            with self._connection() as connection:
+                rows = connection.execute(
+                    """
+                    SELECT id
+                    FROM sessions
+                    WHERE id LIKE ? ESCAPE '\\'
+                    ORDER BY id
+                    LIMIT 2
+                    """,
+                    (f"{escaped}%",),
+                ).fetchall()
+        except sqlite3.Error as exc:
+            raise SessionStoreError("Der Sitzungsverweis konnte nicht geprüft werden.") from exc
+        if not rows:
+            raise SessionNotFoundError(f"Keine Sitzung beginnt mit '{normalized}'.")
+        if len(rows) > 1:
+            raise AmbiguousSessionReferenceError(
+                f"Der Sitzungsanfang '{normalized}' ist nicht eindeutig."
+            )
+        return self.get_session(rows[0]["id"])
+
+    def rename_session(self, session_id: str, title: str) -> ChatSession:
+        now = _utc_now()
+        try:
+            with self._connection() as connection:
+                cursor = connection.execute(
+                    """
+                    UPDATE sessions
+                    SET title = ?, updated_at = ?
+                    WHERE id = ?
+                    """,
+                    (title, now, session_id),
+                )
+                if cursor.rowcount == 0:
+                    raise SessionNotFoundError(f"Sitzung '{session_id}' wurde nicht gefunden.")
+        except SessionNotFoundError:
+            raise
+        except sqlite3.Error as exc:
+            raise SessionStoreError("Die Sitzung konnte nicht umbenannt werden.") from exc
+        return self.get_session(session_id)
+
     def get_messages(self, session_id: str) -> list[ChatMessage]:
         self.get_session(session_id)
         try:
@@ -162,6 +292,9 @@ class SQLiteSessionStore:
         session_id: str,
         user_content: str,
         assistant_content: str,
+        *,
+        title_if_first: str | None = None,
+        last_provider: str | None = None,
     ) -> None:
         now = _utc_now()
         try:
@@ -194,8 +327,24 @@ class SQLiteSessionStore:
                     ),
                 )
                 connection.execute(
-                    "UPDATE sessions SET updated_at = ? WHERE id = ?",
+                    """
-                    (now, session_id),
+                    UPDATE sessions
+                    SET updated_at = ?,
+                        title = CASE
+                            WHEN ? = 0 AND title = ? THEN COALESCE(?, title)
+                            ELSE title
+                        END,
+                        last_provider = COALESCE(?, last_provider)
+                    WHERE id = ?
+                    """,
+                    (
+                        now,
+                        next_position,
+                        DEFAULT_SESSION_TITLE,
+                        title_if_first,
+                        last_provider,
+                        session_id,
+                    ),
                 )
         except SessionNotFoundError:
             raise
@@ -232,5 +381,7 @@ class SQLiteSessionStore:
             updated_at=row["updated_at"],
             provider=row["provider"],
             model=row["model"],
+            title=row["title"],
+            last_provider=row["last_provider"],
             message_count=row["message_count"],
         )

src/javis/memory/usage_store.py

@@ -0,0 +1,114 @@
+"""Metadata-only provider audit and local usage limits."""
+
+from __future__ import annotations
+
+import sqlite3
+from contextlib import closing
+from dataclasses import dataclass
+from datetime import UTC, date, datetime
+from pathlib import Path
+
+
+class UsageStoreError(RuntimeError):
+    """Provider metadata could not be stored or read."""
+
+
+@dataclass(frozen=True, slots=True)
+class ProviderEvent:
+    provider: str
+    model: str
+    success: bool
+    error_category: str | None
+    fallback: bool
+    privacy_policy: str
+    input_tokens: int | None = None
+    output_tokens: int | None = None
+
+
+class SQLiteUsageStore:
+    def __init__(self, database_path: Path) -> None:
+        self.database_path = database_path
+        try:
+            self.database_path.parent.mkdir(parents=True, exist_ok=True)
+            with closing(self._connect()) as connection:
+                connection.execute(
+                    """
+                    CREATE TABLE IF NOT EXISTS provider_events (
+                        id INTEGER PRIMARY KEY AUTOINCREMENT,
+                        occurred_at TEXT NOT NULL,
+                        provider TEXT NOT NULL,
+                        model TEXT NOT NULL,
+                        success INTEGER NOT NULL,
+                        error_category TEXT,
+                        fallback INTEGER NOT NULL,
+                        privacy_policy TEXT NOT NULL,
+                        input_tokens INTEGER,
+                        output_tokens INTEGER
+                    )
+                    """
+                )
+                connection.execute(
+                    """
+                    CREATE INDEX IF NOT EXISTS idx_provider_events_time_provider
+                    ON provider_events(occurred_at, provider)
+                    """
+                )
+                connection.commit()
+        except (OSError, sqlite3.Error) as exc:
+            raise UsageStoreError(
+                f"Die Nutzungsmetadatenbank kann nicht geöffnet werden: {database_path}"
+            ) from exc
+
+    def _connect(self) -> sqlite3.Connection:
+        return sqlite3.connect(self.database_path, timeout=10)
+
+    def record(self, event: ProviderEvent) -> None:
+        try:
+            with closing(self._connect()) as connection:
+                connection.execute(
+                    """
+                    INSERT INTO provider_events (
+                        occurred_at, provider, model, success, error_category,
+                        fallback, privacy_policy, input_tokens, output_tokens
+                    ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)
+                    """,
+                    (
+                        datetime.now(UTC).isoformat(timespec="seconds"),
+                        event.provider,
+                        event.model,
+                        int(event.success),
+                        event.error_category,
+                        int(event.fallback),
+                        event.privacy_policy,
+                        event.input_tokens,
+                        event.output_tokens,
+                    ),
+                )
+                connection.commit()
+        except sqlite3.Error as exc:
+            raise UsageStoreError("Nutzungsmetadaten konnten nicht gespeichert werden.") from exc
+
+    def cloud_requests_on(self, day: date | None = None) -> int:
+        return self._count(day or datetime.now(UTC).date(), "provider = 'gemini'")
+
+    def local_fallbacks_on(self, day: date | None = None) -> int:
+        return self._count(
+            day or datetime.now(UTC).date(),
+            "provider = 'ollama' AND fallback = 1",
+        )
+
+    def _count(self, day: date, condition: str) -> int:
+        start = f"{day.isoformat()}T00:00:00+00:00"
+        end = f"{day.isoformat()}T23:59:59+00:00"
+        try:
+            with closing(self._connect()) as connection:
+                row = connection.execute(
+                    f"""
+                    SELECT COUNT(*) FROM provider_events
+                    WHERE occurred_at BETWEEN ? AND ? AND {condition}
+                    """,
+                    (start, end),
+                ).fetchone()
+        except sqlite3.Error as exc:
+            raise UsageStoreError("Nutzungsmetadaten konnten nicht gelesen werden.") from exc
+        return int(row[0])

src/javis/providers/base.py

@@ -2,6 +2,7 @@
 
 from __future__ import annotations
 
+from collections.abc import Iterator
 from dataclasses import dataclass
 from typing import Protocol, runtime_checkable
 
@@ -12,12 +13,18 @@ class ChatMessage:
     content: str
 
 
+@dataclass(frozen=True, slots=True)
+class ProviderUsage:
+    input_tokens: int | None = None
+    output_tokens: int | None = None
+
+
 class ProviderError(RuntimeError):
-    """Base class for expected local provider failures."""
+    """Base class for expected provider failures."""
 
 
 class ProviderUnavailableError(ProviderError):
-    """The local model runtime cannot be reached."""
+    """The selected model runtime cannot be reached."""
 
 
 class ModelNotInstalledError(ProviderError):
@@ -25,7 +32,7 @@ class ModelNotInstalledError(ProviderError):
 
 
 class ProviderTimeoutError(ProviderError):
-    """The local model did not respond in time."""
+    """The model did not respond in time."""
 
 
 class ResponseAbortedError(ProviderError):
@@ -33,7 +40,27 @@ class ResponseAbortedError(ProviderError):
 
 
 class InvalidProviderResponseError(ProviderError):
-    """The local runtime returned an unusable response."""
+    """The runtime returned an unusable response."""
+
+
+class MissingApiKeyError(ProviderError):
+    """No API key is available for the selected cloud provider."""
+
+
+class InvalidApiKeyError(ProviderError):
+    """The cloud provider rejected its API key."""
+
+
+class ProviderRateLimitError(ProviderError):
+    """The free provider quota or rate limit is exhausted."""
+
+
+class CloudNetworkError(ProviderError):
+    """A cloud request failed at the network layer."""
+
+
+class CloudModelUnavailableError(ProviderError):
+    """The configured cloud model is unavailable."""
 
 
 @runtime_checkable
@@ -44,3 +71,13 @@ class LocalModelProvider(Protocol):
     def chat(self, messages: list[ChatMessage]) -> str:
         """Return one complete assistant response."""
         ...
+
+
+@runtime_checkable
+class StreamingModelProvider(Protocol):
+    name: str
+    model: str
+
+    def stream_chat(self, messages: list[ChatMessage]) -> Iterator[str]:
+        """Yield only visible assistant text chunks."""
+        ...

src/javis/providers/gemini.py

@@ -0,0 +1,196 @@
+"""Gemini provider using Google's official GA Python SDK."""
+
+from __future__ import annotations
+
+from collections.abc import Callable, Iterator
+from typing import Any
+
+import httpx
+from google import genai
+from google.genai import errors, types
+
+from javis.providers.base import (
+    ChatMessage,
+    CloudModelUnavailableError,
+    CloudNetworkError,
+    InvalidApiKeyError,
+    InvalidProviderResponseError,
+    MissingApiKeyError,
+    ProviderError,
+    ProviderRateLimitError,
+    ProviderTimeoutError,
+    ProviderUnavailableError,
+    ProviderUsage,
+)
+
+ClientFactory = Callable[..., Any]
+
+
+class GeminiProvider:
+    name = "gemini"
+
+    def __init__(
+        self,
+        *,
+        model: str,
+        api_key: str | None,
+        timeout_seconds: float,
+        max_output_tokens: int,
+        max_retries: int,
+        client_factory: ClientFactory = genai.Client,
+    ) -> None:
+        if not api_key:
+            raise MissingApiKeyError("Für Gemini ist kein API-Schlüssel hinterlegt.")
+        if max_retries not in {0, 1}:
+            raise ValueError("Gemini darf höchstens einen Wiederholungsversuch verwenden.")
+
+        self.model = model
+        self.last_usage = ProviderUsage()
+        self._config = types.GenerateContentConfig(
+            candidate_count=1,
+            max_output_tokens=max_output_tokens,
+            thinking_config=types.ThinkingConfig(include_thoughts=False),
+        )
+        self._client = client_factory(
+            api_key=api_key,
+            http_options=types.HttpOptions(
+                api_version="v1",
+                timeout=max(1, round(timeout_seconds * 1_000)),
+                retry_options=types.HttpRetryOptions(
+                    attempts=max_retries + 1,
+                    http_status_codes=[408, 500, 502, 503, 504],
+                ),
+            ),
+        )
+
+    def chat(self, messages: list[ChatMessage]) -> str:
+        contents = [
+            types.Content(
+                role="model" if message.role == "assistant" else "user",
+                parts=[types.Part.from_text(text=message.content)],
+            )
+            for message in messages
+        ]
+        self.last_usage = ProviderUsage()
+
+        try:
+            response = self._client.models.generate_content(
+                model=self.model,
+                contents=contents,
+                config=self._config,
+            )
+        except errors.APIError as exc:
+            self._raise_api_error(exc)
+        except httpx.TimeoutException as exc:
+            raise ProviderTimeoutError("Gemini hat nicht rechtzeitig geantwortet.") from exc
+        except httpx.NetworkError as exc:
+            raise CloudNetworkError(
+                "Gemini ist wegen eines Netzwerkfehlers nicht erreichbar."
+            ) from exc
+        except (OSError, ConnectionError) as exc:
+            raise CloudNetworkError(
+                "Gemini ist wegen eines Netzwerkfehlers nicht erreichbar."
+            ) from exc
+
+        text = getattr(response, "text", None)
+        if not isinstance(text, str) or not text.strip():
+            raise InvalidProviderResponseError(
+                "Gemini hat keine verwendbare Textantwort geliefert."
+            )
+
+        usage = getattr(response, "usage_metadata", None)
+        self.last_usage = ProviderUsage(
+            input_tokens=self._token_count(usage, "prompt_token_count"),
+            output_tokens=self._token_count(usage, "candidates_token_count"),
+        )
+        return text.strip()
+
+    def stream_chat(self, messages: list[ChatMessage]) -> Iterator[str]:
+        contents = [
+            types.Content(
+                role="model" if message.role == "assistant" else "user",
+                parts=[types.Part.from_text(text=message.content)],
+            )
+            for message in messages
+        ]
+        self.last_usage = ProviderUsage()
+        visible_text_received = False
+        try:
+            responses = self._client.models.generate_content_stream(
+                model=self.model,
+                contents=contents,
+                config=self._config,
+            )
+            for response in responses:
+                usage = getattr(response, "usage_metadata", None)
+                if usage is not None:
+                    self.last_usage = ProviderUsage(
+                        input_tokens=self._token_count(usage, "prompt_token_count"),
+                        output_tokens=self._token_count(
+                            usage,
+                            "candidates_token_count",
+                        ),
+                    )
+                for text in self._visible_text_parts(response):
+                    visible_text_received = True
+                    yield text
+        except errors.APIError as exc:
+            self._raise_api_error(exc)
+        except httpx.TimeoutException as exc:
+            raise ProviderTimeoutError("Gemini hat nicht rechtzeitig geantwortet.") from exc
+        except httpx.NetworkError as exc:
+            raise CloudNetworkError(
+                "Gemini ist wegen eines Netzwerkfehlers nicht erreichbar."
+            ) from exc
+        except (OSError, ConnectionError) as exc:
+            raise CloudNetworkError(
+                "Gemini ist wegen eines Netzwerkfehlers nicht erreichbar."
+            ) from exc
+
+        if not visible_text_received:
+            raise InvalidProviderResponseError(
+                "Gemini hat keine verwendbare Streaming-Antwort geliefert."
+            )
+
+    @staticmethod
+    def _visible_text_parts(response: object) -> Iterator[str]:
+        candidates = getattr(response, "candidates", None)
+        if isinstance(candidates, list) and candidates:
+            for candidate in candidates:
+                content = getattr(candidate, "content", None)
+                parts = getattr(content, "parts", None)
+                if not isinstance(parts, list):
+                    continue
+                for part in parts:
+                    if getattr(part, "thought", False):
+                        continue
+                    text = getattr(part, "text", None)
+                    if isinstance(text, str) and text:
+                        yield text
+            return
+        text = getattr(response, "text", None)
+        if isinstance(text, str) and text:
+            yield text
+
+    @staticmethod
+    def _token_count(usage: object, name: str) -> int | None:
+        value = getattr(usage, name, None)
+        return value if isinstance(value, int) and value >= 0 else None
+
+    @staticmethod
+    def _raise_api_error(exc: errors.APIError) -> None:
+        if exc.code in {401, 403}:
+            raise InvalidApiKeyError("Der Gemini-API-Schlüssel wurde abgelehnt.") from exc
+        if exc.code == 429:
+            raise ProviderRateLimitError(
+                "Das kostenlose Gemini-Kontingent ist vorübergehend ausgeschöpft."
+            ) from exc
+        if exc.code == 404:
+            raise CloudModelUnavailableError(
+                "Das konfigurierte Gemini-Modell ist nicht verfügbar."
+            ) from exc
+        if exc.code == 408:
+            raise ProviderTimeoutError("Gemini hat nicht rechtzeitig geantwortet.") from exc
+        if exc.code >= 500:
+            raise ProviderUnavailableError("Gemini ist vorübergehend nicht verfügbar.") from exc
+        raise ProviderError(f"Gemini-Anfrage fehlgeschlagen (HTTP {exc.code}).") from exc

src/javis/providers/ollama.py

@@ -4,6 +4,8 @@ from __future__ import annotations
 
 import json
 import socket
+from collections.abc import Iterator
+from dataclasses import dataclass
 from urllib.error import HTTPError, URLError
 from urllib.request import Request, urlopen
 
@@ -17,14 +19,40 @@ from javis.providers.base import (
 )
 
 
+@dataclass(frozen=True, slots=True)
+class OllamaStatus:
+    reachable: bool
+    model_available: bool
+
+
 class OllamaProvider:
     name = "ollama"
 
     def __init__(self, model: str, base_url: str, timeout_seconds: float) -> None:
         self.model = model
-        self._endpoint = f"{base_url.rstrip('/')}/api/chat"
+        self._base_url = base_url.rstrip("/")
+        self._endpoint = f"{self._base_url}/api/chat"
         self._timeout_seconds = timeout_seconds
 
+    def probe(self) -> OllamaStatus:
+        request = Request(f"{self._base_url}/api/tags", method="GET")
+        try:
+            with urlopen(request, timeout=min(self._timeout_seconds, 3)) as response:
+                result = json.loads(response.read())
+        except (HTTPError, URLError, TimeoutError, OSError, json.JSONDecodeError):
+            return OllamaStatus(False, False)
+        models = result.get("models")
+        if not isinstance(models, list):
+            return OllamaStatus(True, False)
+        names = {
+            value
+            for item in models
+            if isinstance(item, dict)
+            for value in (item.get("name"), item.get("model"))
+            if isinstance(value, str)
+        }
+        return OllamaStatus(True, self.model in names)
+
     def chat(self, messages: list[ChatMessage]) -> str:
         payload = {
             "model": self.model,
@@ -80,3 +108,76 @@ class OllamaProvider:
                 "Ollama hat keine verwendbare Textantwort geliefert."
             )
         return content.strip()
+
+    def stream_chat(self, messages: list[ChatMessage]) -> Iterator[str]:
+        payload = {
+            "model": self.model,
+            "messages": [
+                {"role": message.role, "content": message.content} for message in messages
+            ],
+            "stream": True,
+            "think": False,
+        }
+        request = Request(
+            self._endpoint,
+            data=json.dumps(payload).encode("utf-8"),
+            headers={"Content-Type": "application/json"},
+            method="POST",
+        )
+        completed = False
+        visible_text_received = False
+        try:
+            with urlopen(request, timeout=self._timeout_seconds) as response:
+                for raw_line in response:
+                    if not raw_line.strip():
+                        continue
+                    try:
+                        result = json.loads(raw_line)
+                    except (json.JSONDecodeError, UnicodeDecodeError) as exc:
+                        raise InvalidProviderResponseError(
+                            "Ollama hat einen ungültigen Streaming-Abschnitt geliefert."
+                        ) from exc
+                    error = result.get("error")
+                    if isinstance(error, str) and error:
+                        if "not found" in error.lower():
+                            raise ModelNotInstalledError(
+                                f"Das lokale Modell '{self.model}' ist nicht installiert."
+                            )
+                        raise ProviderUnavailableError("Ollama hat den Stream abgelehnt.")
+                    content = result.get("message", {}).get("content")
+                    if content is not None and not isinstance(content, str):
+                        raise InvalidProviderResponseError(
+                            "Ollama hat ungültigen sichtbaren Text geliefert."
+                        )
+                    if content:
+                        visible_text_received = True
+                        yield content
+                    if result.get("done") is True:
+                        completed = True
+                        break
+        except HTTPError as exc:
+            details = exc.read().decode("utf-8", errors="replace")
+            if exc.code == 404 or "not found" in details.lower():
+                raise ModelNotInstalledError(
+                    f"Das lokale Modell '{self.model}' ist nicht installiert."
+                ) from exc
+            raise ProviderUnavailableError(f"Ollama meldet HTTP-Fehler {exc.code}.") from exc
+        except TimeoutError as exc:
+            raise ProviderTimeoutError(
+                "Die Modellantwort hat das Zeitlimit überschritten."
+            ) from exc
+        except URLError as exc:
+            if isinstance(exc.reason, (TimeoutError, socket.timeout)):
+                raise ProviderTimeoutError(
+                    "Die Modellantwort hat das Zeitlimit überschritten."
+                ) from exc
+            raise ProviderUnavailableError(
+                "Ollama ist unter der konfigurierten lokalen Adresse nicht erreichbar."
+            ) from exc
+
+        if not completed:
+            raise ResponseAbortedError("Der Ollama-Stream wurde vorzeitig beendet.")
+        if not visible_text_received:
+            raise InvalidProviderResponseError(
+                "Ollama hat keine verwendbare Streaming-Antwort geliefert."
+            )

src/javis/security/privacy.py

@@ -0,0 +1,159 @@
+"""Conservative local privacy classification for cloud routing."""
+
+from __future__ import annotations
+
+import re
+from dataclasses import dataclass
+from enum import StrEnum
+
+from javis.providers.base import ChatMessage
+
+
+class CloudPolicy(StrEnum):
+    ALLOWED = "allowed"
+    ASK = "ask"
+    NEVER = "never"
+
+
+@dataclass(frozen=True, slots=True)
+class PrivacyDecision:
+    policy: CloudPolicy
+    reason: str
+
+
+_NEVER_PATTERNS: tuple[tuple[re.Pattern[str], str], ...] = (
+    (
+        re.compile(
+            r"(?i)\b(api[-_ ]?key|passwort|password|access[-_ ]?token|refresh[-_ ]?token|"
+            r"session[-_ ]?cookie|private[rn]? ssh[-_ ]?schl[üu]ssel)\b"
+        ),
+        "mögliches Secret",
+    ),
+    (
+        re.compile(r"(?i)(AIza[\w-]{20,}|sk-[\w-]{16,}|BEGIN [A-Z ]*PRIVATE KEY)"),
+        "Schlüsselmuster",
+    ),
+    (
+        re.compile(
+            r"(?i)\b(iban|bic|kreditkart|bankkonto|bankdaten|zahlungsdaten|"
+            r"kontonummer|pin[- ]?code)\b"
+        ),
+        "Finanz- oder Zahlungsdaten",
+    ),
+    (
+        re.compile(
+            r"(?i)\b(symptom(?:e|en)?|blut(?:e|est|et|en|ung|ungen|wert|werte)?|"
+            r"verletz(?:ung|ungen|t)|wunde[n]?|medikament(?:e|en)?|diagnos(?:e|en|tiziert)|"
+            r"behandl(?:ung|ungen|e|en)|medizinisch(?:e[rsn]?|er)?\s+notfall|"
+            r"notaufnahme|rettungsdienst|gesundheit|krankheit(?:en)?|patient(?:en)?|"
+            r"arzt|ärzt(?:in|lich(?:e[rsn]?|er)?)|arztbericht|krankenhaus|"
+            r"psychotherapie|schmerz(?:en)?|fieber|atemnot|bewusstlos|ohnmacht|"
+            r"vergiftung|allergisch(?:e[rsn]?|er)?\s+reaktion)\b"
+        ),
+        "Gesundheitsinformation",
+    ),
+    (
+        re.compile(
+            r"(?i)\b(genaue anschrift|wohnanschrift|private[rs]? dokument|"
+            r"vollständige[rs]? personenprofil|rohe? obsidian|nur lokal|"
+            r"ausschließlich lokal)\b"
+        ),
+        "ausdrücklich lokal oder besonders sensibel",
+    ),
+)
+
+_ASK_PATTERNS: tuple[tuple[re.Pattern[str], str], ...] = (
+    (
+        re.compile(
+            r"(?i)\b(meine frau|mein mann|meine familie|mein kind|meine mutter|"
+            r"mein vater|meine beziehung|über mich|über pascal)\b"
+        ),
+        "persönliche oder familiäre Information",
+    ),
+    (
+        re.compile(r"(?i)\b[\w.+-]+@[\w.-]+\.[a-z]{2,}\b"),
+        "E-Mail-Adresse",
+    ),
+    (
+        re.compile(r"(?<!\w)(?:\+?\d[\d ()/-]{7,}\d)(?!\w)"),
+        "mögliche Telefonnummer",
+    ),
+    (
+        re.compile(
+            r"(?i)\b(intern(?:e|er|es|en)?\s+"
+            r"(?:hostname|server|domain|infrastruktur)|rootserver|"
+            r"privates? projekt|nicht öffentlich|systeminformation|"
+            r"private[rs]? termin)\b"
+        ),
+        "nicht öffentliche Infrastruktur oder Planung",
+    ),
+    (
+        re.compile(r"(?i)\b(ich|mein(?:e[rsn]?|em)?|mir|mich)\b"),
+        "möglicher persönlicher Bezug",
+    ),
+)
+
+_ALLOWED_PATTERNS: tuple[re.Pattern[str], ...] = (
+    re.compile(
+        r"(?i)\b(python|programmier|quellcode|algorithmus|sqlite|linux|windows|"
+        r"git|ram|arbeitsspeicher|ssd|solid state drive|http|statuscode|"
+        r"transaktion|öffentliche dokumentation|allgemeine wissensfrage|"
+        r"was ist|wie funktioniert)\b"
+    ),
+)
+
+
+class PrivacyRouter:
+    """Rule-based, entirely local and intentionally conservative."""
+
+    def classify(self, text: str, *, cloud_requested: bool = False) -> PrivacyDecision:
+        normalized = text.strip()
+        for pattern, reason in _NEVER_PATTERNS:
+            if pattern.search(normalized):
+                return PrivacyDecision(CloudPolicy.NEVER, reason)
+        for pattern, reason in _ASK_PATTERNS:
+            if pattern.search(normalized):
+                return PrivacyDecision(CloudPolicy.ASK, reason)
+        if any(pattern.search(normalized) for pattern in _ALLOWED_PATTERNS):
+            return PrivacyDecision(CloudPolicy.ALLOWED, "allgemeiner oder technischer Inhalt")
+        if cloud_requested:
+            return PrivacyDecision(
+                CloudPolicy.ASK,
+                "expliziter Cloudwunsch bei uneindeutigem Inhalt",
+            )
+        return PrivacyDecision(CloudPolicy.ASK, "Inhalt nicht eindeutig klassifizierbar")
+
+    def minimal_context(
+        self,
+        messages: list[ChatMessage],
+        *,
+        current_policy: CloudPolicy,
+        approved: bool,
+        max_chars: int,
+        max_messages: int,
+    ) -> list[ChatMessage]:
+        if current_policy is CloudPolicy.NEVER:
+            return []
+        if current_policy is CloudPolicy.ASK and not approved:
+            return []
+
+        selected: list[ChatMessage] = []
+        remaining = max_chars
+        for index in range(len(messages) - 1, max(-1, len(messages) - max_messages - 1), -1):
+            message = messages[index]
+            decision = self.classify(message.content)
+            is_current = index == len(messages) - 1
+            may_include = decision.policy is CloudPolicy.ALLOWED or (
+                is_current and current_policy is CloudPolicy.ASK and approved
+            )
+            if not may_include:
+                continue
+            content = message.content[:remaining]
+            if not content:
+                break
+            selected.append(ChatMessage(message.role, content))
+            remaining -= len(content)
+            if remaining <= 0:
+                break
+        selected.reverse()
+        return selected

src/javis/security/secrets.py

@@ -0,0 +1,74 @@
+"""Secret storage backed by the operating system credential store."""
+
+from __future__ import annotations
+
+from typing import Protocol, runtime_checkable
+
+import keyring
+from keyring.errors import KeyringError, PasswordDeleteError
+
+SERVICE_NAME = "javis-ai.local"
+GEMINI_ACCOUNT = "gemini-api-key"
+
+
+class SecretStoreError(RuntimeError):
+    """A secret operation failed without exposing the secret value."""
+
+
+@runtime_checkable
+class SecretBackend(Protocol):
+    def get_password(self, service: str, account: str) -> str | None: ...
+
+    def set_password(self, service: str, account: str, value: str) -> None: ...
+
+    def delete_password(self, service: str, account: str) -> None: ...
+
+
+class KeyringBackend:
+    """Adapter around Python keyring and the active OS credential backend."""
+
+    def get_password(self, service: str, account: str) -> str | None:
+        return keyring.get_password(service, account)
+
+    def set_password(self, service: str, account: str, value: str) -> None:
+        keyring.set_password(service, account, value)
+
+    def delete_password(self, service: str, account: str) -> None:
+        keyring.delete_password(service, account)
+
+
+class SecretProvider:
+    """Named Javis secrets without any value-bearing status output."""
+
+    def __init__(self, backend: SecretBackend | None = None) -> None:
+        self._backend = backend or KeyringBackend()
+
+    def get_gemini_key(self) -> str | None:
+        try:
+            return self._backend.get_password(SERVICE_NAME, GEMINI_ACCOUNT)
+        except KeyringError as exc:
+            raise SecretStoreError(
+                "Der Betriebssystem-Schlüsselspeicher ist nicht verfügbar."
+            ) from exc
+
+    def gemini_key_available(self) -> bool:
+        return bool(self.get_gemini_key())
+
+    def set_gemini_key(self, value: str) -> None:
+        if not value or not value.strip():
+            raise SecretStoreError("Ein leerer Gemini-Schlüssel wird nicht gespeichert.")
+        try:
+            self._backend.set_password(SERVICE_NAME, GEMINI_ACCOUNT, value.strip())
+        except KeyringError as exc:
+            raise SecretStoreError(
+                "Der Gemini-Schlüssel konnte nicht sicher gespeichert werden."
+            ) from exc
+
+    def delete_gemini_key(self) -> bool:
+        try:
+            self._backend.delete_password(SERVICE_NAME, GEMINI_ACCOUNT)
+        except PasswordDeleteError:
+            return False
+        except KeyringError as exc:
+            raise SecretStoreError("Der Gemini-Schlüssel konnte nicht gelöscht werden.") from exc
+        return True

src/javis/ui/__init__.py

@@ -0,0 +1 @@
+"""PySide6 desktop interface for the existing Javis core."""

src/javis/ui/app.py

@@ -0,0 +1,52 @@
+"""Desktop application entry point."""
+
+from __future__ import annotations
+
+import os
+import sys
+from collections.abc import Sequence
+
+from PySide6.QtCore import QTimer
+from PySide6.QtWidgets import QApplication, QMessageBox
+
+from javis.config.settings import ConfigurationError, Settings
+from javis.core.runtime import build_javis_runtime
+from javis.memory.sqlite_store import SessionStoreError
+from javis.memory.usage_store import UsageStoreError
+from javis.ui.chat_controller import DesktopController
+from javis.ui.main_window import MainWindow
+from javis.ui.workers import ApprovalBridge
+
+
+def run_gui(argv: Sequence[str] | None = None) -> int:
+    application = QApplication.instance() or QApplication(list(argv or []))
+    application.setApplicationName("Javis Desktop")
+    approval_bridge = ApprovalBridge()
+    try:
+        settings = Settings.from_env()
+        runtime = build_javis_runtime(
+            settings,
+            approval_callback=approval_bridge.request,
+            notice_callback=approval_bridge.notice_received.emit,
+        )
+    except (ConfigurationError, SessionStoreError, UsageStoreError) as exc:
+        QMessageBox.critical(None, "Javis konnte nicht starten", str(exc))
+        return 2
+    window = MainWindow(DesktopController(runtime), approval_bridge)
+    window.show()
+    smoke_exit = os.environ.get("JAVIS_GUI_SMOKE_EXIT_MS")
+    if smoke_exit:
+        try:
+            delay = max(1, min(int(smoke_exit), 10_000))
+        except ValueError:
+            delay = 500
+        QTimer.singleShot(delay, application.quit)
+    return application.exec()
+
+
+def main() -> int:
+    return run_gui(sys.argv)
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

src/javis/ui/chat_controller.py

@@ -0,0 +1,125 @@
+"""Small non-Qt adapter between desktop widgets and the existing Javis core."""
+
+from __future__ import annotations
+
+import re
+import threading
+from collections.abc import Iterator
+
+from javis.core.runtime import JavisRuntime
+from javis.memory.sqlite_store import ChatSession
+from javis.providers.base import ProviderError, ResponseAbortedError
+from javis.ui.models import (
+    DesktopStatus,
+    GenerationState,
+    StreamEvent,
+    StreamEventKind,
+)
+
+_SECRET_PATTERN = re.compile(
+    r"AIza[\w-]{20,}|sk-[\w-]{16,}|-----BEGIN [A-Z ]*PRIVATE KEY-----",
+    re.IGNORECASE,
+)
+
+
+def sanitized_error(error: BaseException) -> str:
+    text = str(error).strip() or "Unbekannter Fehler."
+    return _SECRET_PATTERN.sub("[SECRET MASKIERT]", text)
+
+
+class DesktopController:
+    """Expose core operations without placing business rules in widgets."""
+
+    def __init__(self, runtime: JavisRuntime) -> None:
+        self.runtime = runtime
+        self.service = runtime.service
+        self.active_session_id: str | None = None
+        self.state = GenerationState.READY
+
+    def ensure_session(self) -> ChatSession:
+        if self.active_session_id is None:
+            session = self.service.new_session()
+            self.active_session_id = session.id
+            return session
+        return self.service.load_session(self.active_session_id).session
+
+    def new_session(self) -> ChatSession:
+        session = self.service.new_session()
+        self.active_session_id = session.id
+        return session
+
+    def list_sessions(self, search: str = "") -> list[ChatSession]:
+        return (
+            self.service.search_sessions(search) if search.strip() else self.service.list_sessions()
+        )
+
+    def load_session(self, session_id: str):
+        loaded = self.service.load_session(session_id)
+        self.active_session_id = loaded.session.id
+        return loaded
+
+    def rename_active_session(self, title: str) -> ChatSession:
+        session = self.ensure_session()
+        return self.service.rename_session(session.id, title)
+
+    def set_mode(self, mode: str) -> None:
+        self.runtime.hybrid_provider.set_mode(mode)
+
+    def stream_message(
+        self,
+        text: str,
+        cancel_event: threading.Event,
+    ) -> Iterator[StreamEvent]:
+        session = self.ensure_session()
+        stream = self.service.stream_send(session.id, text)
+        self.state = GenerationState.THINKING
+        yield StreamEvent(StreamEventKind.STATE, state=self.state)
+        started = False
+        try:
+            for chunk in stream:
+                if cancel_event.is_set():
+                    stream.close()
+                    self.state = GenerationState.ABORTED
+                    yield StreamEvent(StreamEventKind.STATE, state=self.state)
+                    return
+                if not started:
+                    started = True
+                    self.state = GenerationState.ANSWERING
+                    yield StreamEvent(StreamEventKind.STATE, state=self.state)
+                yield StreamEvent(StreamEventKind.CHUNK, text=chunk)
+        except ResponseAbortedError:
+            self.state = GenerationState.ABORTED
+            yield StreamEvent(StreamEventKind.STATE, state=self.state)
+            return
+        except ProviderError as exc:
+            if cancel_event.is_set():
+                self.state = GenerationState.ABORTED
+                yield StreamEvent(StreamEventKind.STATE, state=self.state)
+                return
+            self.state = GenerationState.ERROR
+            yield StreamEvent(StreamEventKind.ERROR, text=sanitized_error(exc), state=self.state)
+            return
+        except Exception as exc:
+            self.state = GenerationState.ERROR
+            yield StreamEvent(StreamEventKind.ERROR, text=sanitized_error(exc), state=self.state)
+            return
+        self.state = GenerationState.READY
+        yield StreamEvent(StreamEventKind.FINISHED, state=self.state)
+
+    def status(self) -> DesktopStatus:
+        runtime_status = self.runtime.status()
+        route = self.runtime.hybrid_provider.last_route
+        state = self.state
+        if state is GenerationState.READY and not runtime_status.ollama_reachable:
+            state = GenerationState.OFFLINE
+        return DesktopStatus(
+            state=state,
+            mode="Lokal" if runtime_status.provider_mode == "local" else "Hybrid/Auto",
+            provider=route.provider if route else "—",
+            ollama_reachable=runtime_status.ollama_reachable,
+            local_model=runtime_status.local_model,
+            privacy_policy=route.privacy_policy.value if route else "—",
+            cloud_requests_today=runtime_status.cloud_requests_today,
+            local_fallback=bool(route and route.fallback),
+            data_dir=runtime_status.data_dir,
+        )

src/javis/ui/main_window.py

@@ -0,0 +1,449 @@
+"""Main PySide6 window for the Javis desktop MVP."""
+
+from __future__ import annotations
+
+from html import escape
+
+from PySide6.QtCore import QSignalBlocker, Qt, QThread, QTimer, Signal
+from PySide6.QtGui import QAction, QCloseEvent, QKeySequence, QShortcut
+from PySide6.QtWidgets import (
+    QComboBox,
+    QFormLayout,
+    QHBoxLayout,
+    QLabel,
+    QLineEdit,
+    QListWidget,
+    QListWidgetItem,
+    QMainWindow,
+    QMenu,
+    QMessageBox,
+    QPushButton,
+    QSplitter,
+    QTextBrowser,
+    QTextEdit,
+    QVBoxLayout,
+    QWidget,
+)
+
+from javis.core.provider_router import ApprovalChoice
+from javis.providers.base import ChatMessage
+from javis.security.privacy import PrivacyDecision
+from javis.ui.chat_controller import DesktopController
+from javis.ui.models import GenerationState, StreamEvent, StreamEventKind
+from javis.ui.workers import ApprovalBridge, StreamWorker
+
+
+class MessageEdit(QTextEdit):
+    send_requested = Signal()
+
+    def keyPressEvent(self, event) -> None:
+        if event.key() in {Qt.Key_Return, Qt.Key_Enter} and not (
+            event.modifiers() & Qt.ShiftModifier
+        ):
+            self.send_requested.emit()
+            event.accept()
+            return
+        super().keyPressEvent(event)
+
+
+class MainWindow(QMainWindow):
+    def __init__(
+        self,
+        controller: DesktopController,
+        approval_bridge: ApprovalBridge,
+    ) -> None:
+        super().__init__()
+        self.controller = controller
+        self.approval_bridge = approval_bridge
+        self._thread: QThread | None = None
+        self._worker: StreamWorker | None = None
+        self._messages: list[ChatMessage] = []
+        self._draft_user = ""
+        self._draft_assistant = ""
+        self._thinking_dots = 0
+        self._build_ui()
+        self._connect_signals()
+        self._apply_style()
+        self._open_initial_session()
+        self._animation = QTimer(self)
+        self._animation.timeout.connect(self._animate_state)
+        self._animation.start(450)
+
+    def _build_ui(self) -> None:
+        self.setWindowTitle("Javis Desktop")
+        self.resize(1360, 820)
+        splitter = QSplitter(Qt.Horizontal)
+        splitter.addWidget(self._build_sidebar())
+        splitter.addWidget(self._build_chat())
+        splitter.addWidget(self._build_status_panel())
+        splitter.setSizes([280, 760, 300])
+        self.setCentralWidget(splitter)
+        self.statusBar().showMessage("Bereit")
+
+        QShortcut(QKeySequence("Ctrl+N"), self, activated=self._new_session)
+        QShortcut(QKeySequence("Ctrl+K"), self, activated=self._focus_search)
+        QShortcut(QKeySequence("Esc"), self, activated=self._stop_generation)
+
+    def _build_sidebar(self) -> QWidget:
+        panel = QWidget()
+        layout = QVBoxLayout(panel)
+        self.new_button = QPushButton("Neue Sitzung")
+        self.search_edit = QLineEdit()
+        self.search_edit.setPlaceholderText("Sitzungen suchen …")
+        self.session_list = QListWidget()
+        self.session_list.setContextMenuPolicy(Qt.CustomContextMenu)
+        layout.addWidget(self.new_button)
+        layout.addWidget(self.search_edit)
+        layout.addWidget(self.session_list, 1)
+        return panel
+
+    def _build_chat(self) -> QWidget:
+        panel = QWidget()
+        layout = QVBoxLayout(panel)
+        self.chat_view = QTextBrowser()
+        self.chat_view.setOpenExternalLinks(False)
+        self.message_edit = MessageEdit()
+        self.message_edit.setPlaceholderText("Nachricht an Javis …")
+        self.message_edit.setMaximumHeight(130)
+        buttons = QHBoxLayout()
+        buttons.addStretch(1)
+        self.stop_button = QPushButton("Stoppen")
+        self.stop_button.setEnabled(False)
+        self.send_button = QPushButton("Senden")
+        buttons.addWidget(self.stop_button)
+        buttons.addWidget(self.send_button)
+        layout.addWidget(self.chat_view, 1)
+        layout.addWidget(self.message_edit)
+        layout.addLayout(buttons)
+        return panel
+
+    def _build_status_panel(self) -> QWidget:
+        panel = QWidget()
+        layout = QVBoxLayout(panel)
+        title = QLabel("SYSTEMSTATUS")
+        title.setObjectName("panelTitle")
+        layout.addWidget(title)
+        self.state_label = QLabel("Bereit")
+        self.state_label.setObjectName("stateLabel")
+        layout.addWidget(self.state_label)
+        self.mode_combo = QComboBox()
+        self.mode_combo.addItem("Hybrid/Auto", "auto")
+        self.mode_combo.addItem("Lokal", "local")
+        form = QFormLayout()
+        form.addRow("Modus", self.mode_combo)
+        self.status_labels: dict[str, QLabel] = {}
+        for key, label in (
+            ("provider", "Provider"),
+            ("ollama", "Ollama erreichbar"),
+            ("model", "Lokales Modell"),
+            ("privacy", "Datenschutz"),
+            ("cloud", "Cloudaufrufe heute"),
+            ("fallback", "Lokales Fallback"),
+            ("data", "Datenverzeichnis"),
+        ):
+            value = QLabel("—")
+            value.setWordWrap(True)
+            self.status_labels[key] = value
+            form.addRow(label, value)
+        layout.addLayout(form)
+        layout.addStretch(1)
+        return panel
+
+    def _connect_signals(self) -> None:
+        self.new_button.clicked.connect(self._new_session)
+        self.search_edit.textChanged.connect(self._refresh_sessions)
+        self.session_list.itemDoubleClicked.connect(self._load_item)
+        self.session_list.customContextMenuRequested.connect(self._session_menu)
+        self.send_button.clicked.connect(self._send)
+        self.stop_button.clicked.connect(self._stop_generation)
+        self.message_edit.send_requested.connect(self._send)
+        self.mode_combo.currentIndexChanged.connect(self._mode_changed)
+        self.approval_bridge.approval_requested.connect(self._show_approval)
+        self.approval_bridge.notice_received.connect(self._show_notice)
+
+    def _apply_style(self) -> None:
+        self.setStyleSheet(
+            """
+            QMainWindow, QWidget { background: #171c21; color: #e8edf2; }
+            QLineEdit, QTextEdit, QTextBrowser, QListWidget, QComboBox {
+                background: #202b35; border: 1px solid #344553;
+                border-radius: 6px; padding: 7px; selection-background-color: #b97828;
+            }
+            QPushButton { background: #2b3945; border: 1px solid #485b69;
+                border-radius: 6px; padding: 8px 14px; }
+            QPushButton:hover { border-color: #d3943f; }
+            QPushButton:disabled { color: #68747d; }
+            #panelTitle { color: #d3943f; font-weight: 700; letter-spacing: 1px; }
+            #stateLabel { background: #24342e; color: #86d49b; padding: 10px;
+                border-radius: 6px; font-weight: 700; }
+            QStatusBar { background: #11161a; color: #b8c2ca; }
+            """
+        )
+
+    def _new_session(self) -> None:
+        if self._worker is not None:
+            return
+        session = self.controller.new_session()
+        self._messages = []
+        self._draft_user = self._draft_assistant = ""
+        self._render_chat()
+        self._refresh_sessions()
+        self.statusBar().showMessage(f"Neue Sitzung: {session.title}", 3000)
+        self.message_edit.setFocus()
+        self._refresh_status()
+
+    def _open_initial_session(self) -> None:
+        try:
+            sessions = self.controller.list_sessions()
+            if sessions:
+                loaded = self.controller.load_session(sessions[0].id)
+                self._messages = list(loaded.messages)
+                self._render_chat()
+                self._refresh_sessions()
+                self._refresh_status()
+                return
+        except Exception as exc:
+            self._show_error(str(exc))
+        self._new_session()
+
+    def _refresh_sessions(self) -> None:
+        try:
+            sessions = self.controller.list_sessions(self.search_edit.text())
+        except Exception as exc:
+            self._show_error(str(exc))
+            return
+        active = self.controller.active_session_id
+        self.session_list.clear()
+        for session in sessions:
+            item = QListWidgetItem(
+                f"{session.title}\n"
+                f"{session.last_provider} · {session.message_count} Nachrichten · "
+                f"{session.updated_at[:16].replace('T', ' ')}"
+            )
+            item.setData(Qt.UserRole, session.id)
+            self.session_list.addItem(item)
+            if session.id == active:
+                self.session_list.setCurrentItem(item)
+
+    def _load_item(self, item: QListWidgetItem) -> None:
+        if self._worker is not None:
+            return
+        try:
+            loaded = self.controller.load_session(item.data(Qt.UserRole))
+        except Exception as exc:
+            self._show_error(str(exc))
+            return
+        self._messages = list(loaded.messages)
+        self._draft_user = self._draft_assistant = ""
+        self._render_chat()
+        self.statusBar().showMessage(f"Sitzung geladen: {loaded.session.title}", 3000)
+
+    def _session_menu(self, position) -> None:
+        item = self.session_list.itemAt(position)
+        if item is None:
+            return
+        menu = QMenu(self)
+        rename_action = QAction("Umbenennen", menu)
+        rename_action.triggered.connect(lambda: self._rename_item(item))
+        menu.addAction(rename_action)
+        menu.exec(self.session_list.mapToGlobal(position))
+
+    def _rename_item(self, item: QListWidgetItem) -> None:
+        if item.data(Qt.UserRole) != self.controller.active_session_id:
+            self._load_item(item)
+        from PySide6.QtWidgets import QInputDialog
+
+        title, accepted = QInputDialog.getText(self, "Sitzung umbenennen", "Neuer Titel:")
+        if not accepted:
+            return
+        try:
+            self.controller.rename_active_session(title)
+            self._refresh_sessions()
+        except Exception as exc:
+            self._show_error(str(exc))
+
+    def _send(self) -> None:
+        text = self.message_edit.toPlainText().strip()
+        if not text or self._worker is not None:
+            return
+        self.message_edit.clear()
+        self._draft_user = text
+        self._draft_assistant = ""
+        self._render_chat()
+        self._set_generating(True)
+        thread = QThread(self)
+        worker = StreamWorker(self.controller, text)
+        worker.moveToThread(thread)
+        thread.started.connect(worker.run)
+        worker.event_received.connect(self._handle_stream_event)
+        worker.completed.connect(thread.quit)
+        worker.completed.connect(self._generation_complete)
+        thread.finished.connect(worker.deleteLater)
+        thread.finished.connect(thread.deleteLater)
+        self._thread = thread
+        self._worker = worker
+        thread.start()
+
+    def _handle_stream_event(self, event: StreamEvent) -> None:
+        if event.kind is StreamEventKind.CHUNK:
+            self._draft_assistant += event.text
+            self._render_chat()
+        if event.state is not None:
+            self._set_state(event.state)
+        if event.kind is StreamEventKind.ERROR:
+            self._show_error(event.text)
+
+    def _generation_complete(self) -> None:
+        failed = self.controller.state in {
+            GenerationState.ABORTED,
+            GenerationState.ERROR,
+        }
+        self._worker = None
+        self._thread = None
+        self._set_generating(False)
+        try:
+            loaded = self.controller.load_session(self.controller.active_session_id or "")
+            self._messages = list(loaded.messages)
+        except Exception as exc:
+            self._show_error(str(exc))
+        self._draft_user = self._draft_assistant = ""
+        self._render_chat()
+        self._refresh_sessions()
+        self._refresh_status()
+        if failed:
+            self.statusBar().showMessage("Antwort abgebrochen oder fehlgeschlagen.", 5000)
+        else:
+            self.statusBar().showMessage("Antwort vollständig gespeichert.", 3000)
+
+    def _stop_generation(self) -> None:
+        if self._worker is None:
+            return
+        self._worker.request_cancel()
+        self.approval_bridge.cancel_pending()
+        self.statusBar().showMessage("Abbruch angefordert …")
+
+    def _set_generating(self, active: bool) -> None:
+        self.send_button.setEnabled(not active)
+        self.stop_button.setEnabled(active)
+        self.new_button.setEnabled(not active)
+        self.session_list.setEnabled(not active)
+        self.mode_combo.setEnabled(not active)
+
+    def _mode_changed(self) -> None:
+        try:
+            self.controller.set_mode(self.mode_combo.currentData())
+            self._refresh_status()
+        except Exception as exc:
+            self._show_error(str(exc))
+
+    def _show_approval(self, decision: PrivacyDecision) -> None:
+        box = QMessageBox(self)
+        box.setWindowTitle("Cloudfreigabe")
+        box.setIcon(QMessageBox.Question)
+        box.setText(
+            "Diese Anfrage darf nur nach deiner Freigabe an Gemini gesendet werden.\n\n"
+            "Es wird ausschließlich der minimierte notwendige Kontext übertragen."
+        )
+        box.setInformativeText(f"Lokale Einstufung: {decision.reason}")
+        allow = box.addButton("Einmal erlauben", QMessageBox.AcceptRole)
+        local = box.addButton("Lokal beantworten", QMessageBox.RejectRole)
+        cancel = box.addButton("Abbrechen", QMessageBox.DestructiveRole)
+        box.exec()
+        clicked = box.clickedButton()
+        choice = ApprovalChoice.CANCEL
+        if clicked is allow:
+            choice = ApprovalChoice.ALLOW
+        elif clicked is local:
+            choice = ApprovalChoice.LOCAL
+        elif clicked is cancel:
+            choice = ApprovalChoice.CANCEL
+        self.approval_bridge.resolve(choice)
+        if box.clickedButton() is local:
+            self.statusBar().showMessage("Die Anfrage wird lokal beantwortet.", 3000)
+
+    def _show_notice(self, text: str) -> None:
+        self.statusBar().showMessage(text, 5000)
+
+    def _show_error(self, text: str) -> None:
+        QMessageBox.critical(self, "Javis-Fehler", text)
+        self.statusBar().showMessage(f"Fehler: {text}", 5000)
+
+    def _refresh_status(self) -> None:
+        try:
+            status = self.controller.status()
+        except Exception as exc:
+            self._show_error(str(exc))
+            return
+        self._set_state(status.state)
+        target_mode = "local" if status.mode == "Lokal" else "auto"
+        mode_index = self.mode_combo.findData(target_mode)
+        if mode_index >= 0 and mode_index != self.mode_combo.currentIndex():
+            blocker = QSignalBlocker(self.mode_combo)
+            self.mode_combo.setCurrentIndex(mode_index)
+            del blocker
+        self.status_labels["provider"].setText(status.provider)
+        self.status_labels["ollama"].setText("Ja" if status.ollama_reachable else "Nein")
+        self.status_labels["model"].setText(status.local_model)
+        self.status_labels["privacy"].setText(status.privacy_policy)
+        self.status_labels["cloud"].setText(
+            str(status.cloud_requests_today)
+            if status.cloud_requests_today is not None
+            else "Unbekannt"
+        )
+        self.status_labels["fallback"].setText("Ja" if status.local_fallback else "Nein")
+        self.status_labels["data"].setText(status.data_dir)
+
+    def _set_state(self, state: GenerationState) -> None:
+        self.state_label.setText(state.value)
+        colors = {
+            GenerationState.READY: ("#24342e", "#86d49b"),
+            GenerationState.THINKING: ("#3a3020", "#e1a54f"),
+            GenerationState.ANSWERING: ("#3a3020", "#e1a54f"),
+            GenerationState.ABORTED: ("#3a3020", "#e1a54f"),
+            GenerationState.ERROR: ("#3a2424", "#ed7777"),
+            GenerationState.OFFLINE: ("#3a2424", "#ed7777"),
+        }
+        background, foreground = colors[state]
+        self.state_label.setStyleSheet(
+            f"background: {background}; color: {foreground}; padding: 10px; "
+            "border-radius: 6px; font-weight: 700;"
+        )
+
+    def _animate_state(self) -> None:
+        if self.controller.state not in {
+            GenerationState.THINKING,
+            GenerationState.ANSWERING,
+        }:
+            return
+        self._thinking_dots = (self._thinking_dots + 1) % 4
+        self.state_label.setText(f"{self.controller.state.value}{'.' * self._thinking_dots}")
+
+    def _render_chat(self) -> None:
+        blocks: list[str] = []
+        messages = list(self._messages)
+        if self._draft_user:
+            messages.append(ChatMessage("user", self._draft_user))
+        if self._draft_assistant:
+            messages.append(ChatMessage("assistant", self._draft_assistant))
+        for message in messages:
+            label = "Pascal" if message.role == "user" else "Javis"
+            content = message.content if message.role == "assistant" else escape(message.content)
+            blocks.append(f"### {label}\n\n{content}")
+        self.chat_view.setMarkdown("\n\n---\n\n".join(blocks))
+        scrollbar = self.chat_view.verticalScrollBar()
+        scrollbar.setValue(scrollbar.maximum())
+
+    def _focus_search(self) -> None:
+        self.search_edit.setFocus()
+        self.search_edit.selectAll()
+
+    def closeEvent(self, event: QCloseEvent) -> None:
+        self._stop_generation()
+        if self._thread is not None and not self._thread.wait(2500):
+            event.ignore()
+            self.statusBar().showMessage(
+                "Javis beendet die laufende Antwort noch kontrolliert.",
+                3000,
+            )
+            return
+        event.accept()

src/javis/ui/models.py

@@ -0,0 +1,43 @@
+"""UI-facing immutable models without Qt dependencies."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from enum import StrEnum
+
+
+class GenerationState(StrEnum):
+    OFFLINE = "Offline"
+    READY = "Bereit"
+    THINKING = "Denkt"
+    ANSWERING = "Antwortet"
+    ABORTED = "Abgebrochen"
+    ERROR = "Fehler"
+
+
+class StreamEventKind(StrEnum):
+    STATE = "state"
+    CHUNK = "chunk"
+    NOTICE = "notice"
+    ERROR = "error"
+    FINISHED = "finished"
+
+
+@dataclass(frozen=True, slots=True)
+class StreamEvent:
+    kind: StreamEventKind
+    text: str = ""
+    state: GenerationState | None = None
+
+
+@dataclass(frozen=True, slots=True)
+class DesktopStatus:
+    state: GenerationState
+    mode: str
+    provider: str
+    ollama_reachable: bool
+    local_model: str
+    privacy_policy: str
+    cloud_requests_today: int | None
+    local_fallback: bool
+    data_dir: str

src/javis/ui/workers.py

@@ -0,0 +1,69 @@
+"""Qt worker objects for non-blocking model generation and approval."""
+
+from __future__ import annotations
+
+import threading
+
+from PySide6.QtCore import QObject, Signal, Slot
+
+from javis.core.provider_router import ApprovalChoice
+from javis.security.privacy import PrivacyDecision
+from javis.ui.chat_controller import DesktopController
+
+
+class ApprovalBridge(QObject):
+    approval_requested = Signal(object)
+    notice_received = Signal(str)
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._lock = threading.Lock()
+        self._event: threading.Event | None = None
+        self._result = ApprovalChoice.CANCEL
+
+    def request(self, decision: PrivacyDecision) -> ApprovalChoice:
+        event = threading.Event()
+        with self._lock:
+            self._event = event
+            self._result = ApprovalChoice.CANCEL
+        self.approval_requested.emit(decision)
+        event.wait()
+        with self._lock:
+            result = self._result
+            self._event = None
+        return result
+
+    def resolve(self, choice: ApprovalChoice) -> None:
+        with self._lock:
+            self._result = choice
+            event = self._event
+        if event is not None:
+            event.set()
+
+    def cancel_pending(self) -> None:
+        self.resolve(ApprovalChoice.CANCEL)
+
+
+class StreamWorker(QObject):
+    event_received = Signal(object)
+    completed = Signal()
+
+    def __init__(self, controller: DesktopController, text: str) -> None:
+        super().__init__()
+        self._controller = controller
+        self._text = text
+        self._cancel_event = threading.Event()
+
+    @Slot()
+    def run(self) -> None:
+        try:
+            for event in self._controller.stream_message(
+                self._text,
+                self._cancel_event,
+            ):
+                self.event_received.emit(event)
+        finally:
+            self.completed.emit()
+
+    def request_cancel(self) -> None:
+        self._cancel_event.set()

tests/unit/test_chat_service.py

@@ -2,9 +2,9 @@ import tempfile
 import unittest
 from pathlib import Path
 
-from javis.core.chat_service import ChatService
+from javis.core.chat_service import ChatService, derive_session_title
 from javis.memory.sqlite_store import SQLiteSessionStore
-from javis.providers.base import ChatMessage, LocalModelProvider
+from javis.providers.base import ChatMessage, LocalModelProvider, ProviderUnavailableError
 
 
 class RecordingProvider:
@@ -19,6 +19,19 @@ class RecordingProvider:
         return f"Antwort {len(self.calls)}"
 
 
+class StreamingProvider(RecordingProvider):
+    def __init__(self, *, fail_after_first: bool = False) -> None:
+        super().__init__()
+        self.fail_after_first = fail_after_first
+
+    def stream_chat(self, messages: list[ChatMessage]):
+        self.calls.append(messages)
+        yield "Teil "
+        if self.fail_after_first:
+            raise ProviderUnavailableError("Streamfehler")
+        yield "Antwort"
+
+
 class ChatServiceTests(unittest.TestCase):
     def setUp(self) -> None:
         self.temporary_directory = tempfile.TemporaryDirectory()
@@ -51,6 +64,67 @@ class ChatServiceTests(unittest.TestCase):
                 "Antwort 2",
             ],
         )
+        self.assertEqual(loaded.session.title, "Hallo")
+
+    def test_title_is_local_short_and_redacts_obvious_sensitive_content(self) -> None:
+        self.assertEqual(
+            derive_session_title("Erkläre SQLite-Transaktionen für Anfänger"),
+            "Erkläre SQLite-Transaktionen für Anfänger",
+        )
+        self.assertLessEqual(derive_session_title("Wort " * 30).__len__(), 60)
+        self.assertEqual(
+            derive_session_title("Mein API-Key ist ABC123 und funktioniert nicht"),
+            "Sensible Anfrage",
+        )
+        self.assertEqual(
+            derive_session_title("Wenn ich blute, sollte ich zum Arzt?"),
+            "Gesundheitsfrage",
+        )
+
+    def test_manual_title_is_normalized_and_limited(self) -> None:
+        session = self.service.new_session()
+
+        renamed = self.service.rename_session(session.id, "  Mein   Titel  ")
+        shortened = self.service.rename_session(session.id, "x" * 80)
+
+        self.assertEqual(renamed.title, "Mein Titel")
+        self.assertEqual(len(shortened.title), 60)
+        self.assertTrue(shortened.title.endswith("…"))
+
+    def test_streaming_response_is_persisted_exactly_once_after_completion(self) -> None:
+        provider = StreamingProvider()
+        service = ChatService(self.service.store, provider)
+        session = service.new_session()
+
+        chunks = list(service.stream_send(session.id, "Hallo"))
+
+        self.assertEqual(chunks, ["Teil ", "Antwort"])
+        self.assertEqual(
+            [message.content for message in service.load_session(session.id).messages],
+            ["Hallo", "Teil Antwort"],
+        )
+        self.assertEqual(service.load_session(session.id).session.message_count, 2)
+
+    def test_closed_stream_does_not_persist_partial_response(self) -> None:
+        provider = StreamingProvider()
+        service = ChatService(self.service.store, provider)
+        session = service.new_session()
+        stream = service.stream_send(session.id, "Hallo")
+
+        self.assertEqual(next(stream), "Teil ")
+        stream.close()
+
+        self.assertEqual(service.load_session(session.id).messages, [])
+
+    def test_provider_error_during_stream_does_not_persist_partial_response(self) -> None:
+        provider = StreamingProvider(fail_after_first=True)
+        service = ChatService(self.service.store, provider)
+        session = service.new_session()
+
+        with self.assertRaises(ProviderUnavailableError):
+            list(service.stream_send(session.id, "Hallo"))
+
+        self.assertEqual(service.load_session(session.id).messages, [])
 
 
 if __name__ == "__main__":

tests/unit/test_chat_service_hybrid.py

@@ -0,0 +1,40 @@
+from __future__ import annotations
+
+import tempfile
+import unittest
+from pathlib import Path
+
+from javis.core.chat_service import ChatService
+from javis.memory.sqlite_store import SQLiteSessionStore
+from javis.providers.base import ChatMessage
+
+
+class _CompatibleHybrid:
+    name = "hybrid"
+    model = "auto"
+
+    def chat(self, messages: list[ChatMessage]) -> str:
+        return "Antwort"
+
+    def supports_session(self, provider: str, model: str) -> bool:
+        return (provider, model) in {
+            ("hybrid", "auto"),
+            ("ollama", "qwen3:8b"),
+        }
+
+
+class HybridChatServiceTests(unittest.TestCase):
+    def test_old_local_session_remains_loadable_after_hybrid_upgrade(self) -> None:
+        with tempfile.TemporaryDirectory() as temporary_directory:
+            store = SQLiteSessionStore(Path(temporary_directory) / "sessions.sqlite3")
+            old_session = store.create_session("ollama", "qwen3:8b")
+            store.append_exchange(old_session.id, "Alt", "Verlauf")
+            service = ChatService(store, _CompatibleHybrid())
+
+            loaded = service.load_session(old_session.id)
+
+        self.assertEqual([message.content for message in loaded.messages], ["Alt", "Verlauf"])
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/unit/test_cli.py

@@ -1,11 +1,21 @@
+import sqlite3
 import tempfile
 import unittest
 from pathlib import Path
+from types import SimpleNamespace
 
+from javis.config.settings import Settings
 from javis.core.chat_service import ChatService
-from javis.interface.cli import run_chat
+from javis.core.provider_router import HybridProvider
+from javis.interface.cli import (
+    build_parser,
+    build_runtime,
+    run_chat,
+    run_gemini_configuration,
+)
 from javis.memory.sqlite_store import SQLiteSessionStore
 from javis.providers.base import ChatMessage
+from javis.security.privacy import CloudPolicy
 
 
 class _FakeProvider:
@@ -15,8 +25,52 @@ class _FakeProvider:
     def chat(self, messages: list[ChatMessage]) -> str:
         return f"Echo: {messages[-1].content}"
 
+    def stream_chat(self, messages: list[ChatMessage]):
+        yield "Echo: "
+        yield messages[-1].content
+
+
+class _MarkdownProvider(_FakeProvider):
+    def stream_chat(self, messages: list[ChatMessage]):
+        yield "## **Ant"
+        yield "wort**\n`SQLite`"
+
+
+class _InterruptingProvider(_FakeProvider):
+    def stream_chat(self, messages: list[ChatMessage]):
+        yield "angefangene Antwort"
+        raise KeyboardInterrupt
+
+
+class _FakeHybridProvider(_FakeProvider):
+    name = "hybrid"
+    model = "auto"
+
+    def __init__(self) -> None:
+        self.mode = "auto"
+        self.last_route = None
+
+    def set_mode(self, mode: str) -> None:
+        self.mode = mode
+
+
+class _LazySecrets:
+    def __init__(self) -> None:
+        self.reads = 0
+
+    def get_gemini_key(self) -> str | None:
+        self.reads += 1
+        return None
+
+    def gemini_key_available(self) -> bool:
+        return False
+
 
 class CliTests(unittest.TestCase):
+    def test_parser_recognizes_gui_and_existing_chat(self) -> None:
+        self.assertEqual(build_parser().parse_args(["gui"]).command, "gui")
+        self.assertEqual(build_parser().parse_args(["chat"]).command, "chat")
+
     def test_basic_chat_commands(self) -> None:
         with tempfile.TemporaryDirectory() as directory:
             store = SQLiteSessionStore(Path(directory) / "sessions.sqlite3")
@@ -31,10 +85,218 @@ class CliTests(unittest.TestCase):
             )
 
         self.assertEqual(result, 0)
-        self.assertTrue(any(line == "Javis: Echo: Hallo" for line in output))
+        self.assertIn("Javis: Echo: Hallo\n", "".join(output))
         self.assertTrue(any("Nachrichten" in line for line in output))
         self.assertEqual(output[-1], "Chat beendet.")
 
+    def test_streaming_cleans_terminal_markdown_but_persists_raw_answer(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            store = SQLiteSessionStore(Path(directory) / "sessions.sqlite3")
+            service = ChatService(store, _MarkdownProvider())
+            inputs = iter(["Frage", "/exit"])
+            output: list[str] = []
+            streamed: list[str] = []
+
+            result = run_chat(
+                service,
+                input_fn=lambda _prompt: next(inputs),
+                output=output.append,
+                stream_output=streamed.append,
+            )
+            session = service.list_sessions()[0]
+            messages = service.load_session(session.id).messages
+
+        self.assertEqual(result, 0)
+        self.assertEqual("".join(streamed), "Javis: Antwort\nSQLite\n")
+        self.assertEqual(messages[-1].content, "## **Antwort**\n`SQLite`")
+
+    def test_keyboard_interrupt_drops_partial_answer_and_returns_to_prompt(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            store = SQLiteSessionStore(Path(directory) / "sessions.sqlite3")
+            service = ChatService(store, _InterruptingProvider())
+            inputs = iter(["Frage", "/exit"])
+            output: list[str] = []
+            streamed: list[str] = []
+
+            result = run_chat(
+                service,
+                input_fn=lambda _prompt: next(inputs),
+                output=output.append,
+                stream_output=streamed.append,
+            )
+            session = service.list_sessions()[0]
+            messages = service.load_session(session.id).messages
+
+        self.assertEqual(result, 0)
+        self.assertEqual(messages, [])
+        self.assertTrue(any("nicht gespeichert" in line for line in output))
+        self.assertEqual(output[-1], "Chat beendet.")
+
+    def test_provider_privacy_and_status_commands_are_sanitized(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            store = SQLiteSessionStore(Path(directory) / "sessions.sqlite3")
+            provider = _FakeHybridProvider()
+            provider.last_route = SimpleNamespace(
+                privacy_policy=CloudPolicy.ASK,
+                provider="ollama",
+                cloud_suppressed_by_local_mode=True,
+                technical_fallback=False,
+            )
+            service = ChatService(store, provider)
+            inputs = iter(
+                [
+                    "/provider",
+                    "/provider local",
+                    "/privacy",
+                    "/status",
+                    "/exit",
+                ]
+            )
+            output: list[str] = []
+
+            result = run_chat(
+                service,
+                input_fn=lambda _prompt: next(inputs),
+                output=output.append,
+                status_fn=lambda: [
+                    "Gemini-Schlüssel vorhanden: ja",
+                    "Heutige Cloudanfragen: 0",
+                ],
+            )
+
+        self.assertEqual(result, 0)
+        self.assertIn("Aktiver Providermodus: auto", output)
+        self.assertIn("Providermodus: local", output)
+        self.assertTrue(
+            any(
+                "Datenschutzentscheidung: ask; Provider: ollama; "
+                "Cloud durch Modus local unterdrückt: ja; "
+                "Technischer Fallback: nein" in line
+                for line in output
+            )
+        )
+        self.assertIn("Gemini-Schlüssel vorhanden: ja", output)
+
+    def test_numbered_sessions_load_rename_and_search(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            store = SQLiteSessionStore(Path(directory) / "sessions.sqlite3")
+            service = ChatService(store, _FakeProvider())
+            first = service.new_session()
+            service.send(first.id, "Erste Frage")
+            second = service.new_session()
+            service.send(second.id, "Zweite Frage")
+            shown_before = service.list_sessions()
+            target = shown_before[1]
+            inputs = iter(
+                [
+                    "/sessions",
+                    "/load 2",
+                    "/rename Gefundene Sitzung",
+                    "/search Gefundene",
+                    "/exit",
+                ]
+            )
+            output: list[str] = []
+
+            result = run_chat(
+                service,
+                session_id=first.id,
+                input_fn=lambda _prompt: next(inputs),
+                output=output.append,
+            )
+            renamed_title = store.get_session(target.id).title
+
+        self.assertEqual(result, 0)
+        self.assertTrue(any(line.startswith("1. ") and "Frage" in line for line in output))
+        self.assertIn(f"Sitzung geladen: {target.id}", output)
+        self.assertEqual(renamed_title, "Gefundene Sitzung")
+        self.assertTrue(any("Gefundene Sitzung" in line for line in output))
+
+    def test_load_accepts_unique_prefix_and_rejects_ambiguous_prefix(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            database = Path(directory) / "sessions.sqlite3"
+            store = SQLiteSessionStore(database)
+            service = ChatService(store, _FakeProvider())
+            active = service.new_session()
+            with sqlite3.connect(database) as connection:
+                connection.executemany(
+                    """
+                    INSERT INTO sessions
+                        (id, created_at, updated_at, provider, model, title, last_provider)
+                    VALUES (?, '2026-01-01', '2026-01-01',
+                            'ollama', 'test-model', ?, 'ollama')
+                    """,
+                    (
+                        ("shared-111", "Eins"),
+                        ("shared-222", "Zwei"),
+                        ("unique-333", "Drei"),
+                    ),
+                )
+            connection.close()
+            inputs = iter(["/load unique", "/load shared", "/exit"])
+            output: list[str] = []
+
+            result = run_chat(
+                service,
+                session_id=active.id,
+                input_fn=lambda _prompt: next(inputs),
+                output=output.append,
+            )
+
+        self.assertEqual(result, 0)
+        self.assertIn("Sitzung geladen: unique-333", output)
+        self.assertTrue(any("nicht eindeutig" in line for line in output))
+
+    def test_gemini_configuration_defaults_to_no(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            path = Path(directory) / "javis.toml"
+            output: list[str] = []
+
+            result = run_gemini_configuration(
+                path,
+                input_fn=lambda _prompt: "",
+                output=output.append,
+            )
+
+            self.assertEqual(result, 1)
+            self.assertFalse(path.exists())
+            self.assertIn("deaktiviert", output[-1])
+
+    def test_gemini_configuration_requires_both_confirmations(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            path = Path(directory) / "javis.toml"
+            answers = iter(["ja", "ja"])
+
+            result = run_gemini_configuration(
+                path,
+                input_fn=lambda _prompt: next(answers),
+                output=lambda _line: None,
+            )
+
+            self.assertEqual(result, 0)
+            self.assertTrue(path.exists())
+            content = path.read_text(encoding="utf-8")
+            self.assertIn("billing_confirmed_disabled = true", content)
+            self.assertNotIn("api_key", content.lower())
+
+    def test_runtime_wires_hybrid_provider_without_loading_key_at_start(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            settings = Settings(data_dir=Path(directory))
+            secrets = _LazySecrets()
+
+            service, _status = build_runtime(
+                settings,
+                input_fn=lambda _prompt: "",
+                output=lambda _line: None,
+                secret_provider=secrets,
+            )
+            session = service.new_session()
+
+        self.assertIsInstance(service.provider, HybridProvider)
+        self.assertEqual(session.provider, "hybrid")
+        self.assertEqual(session.model, "auto")
+        self.assertEqual(secrets.reads, 0)
+
 
 if __name__ == "__main__":
     unittest.main()

tests/unit/test_desktop_controller.py

@@ -0,0 +1,155 @@
+from __future__ import annotations
+
+import tempfile
+import threading
+import unittest
+from pathlib import Path
+from types import SimpleNamespace
+
+from javis.core.chat_service import ChatService
+from javis.memory.sqlite_store import SQLiteSessionStore
+from javis.providers.base import ChatMessage, ResponseAbortedError
+from javis.ui.chat_controller import DesktopController, sanitized_error
+from javis.ui.models import GenerationState, StreamEventKind
+
+
+class _Service:
+    def __init__(self) -> None:
+        self.sessions = [
+            SimpleNamespace(id="one", title="Eins"),
+            SimpleNamespace(id="two", title="Zwei"),
+        ]
+
+    def new_session(self):
+        return self.sessions[0]
+
+    def list_sessions(self):
+        return self.sessions
+
+    def search_sessions(self, text: str):
+        return [session for session in self.sessions if text in session.title]
+
+    def load_session(self, session_id: str):
+        session = next(item for item in self.sessions if item.id == session_id)
+        return SimpleNamespace(
+            session=session,
+            messages=[ChatMessage("user", "Hallo")],
+        )
+
+    def rename_session(self, session_id: str, title: str):
+        session = next(item for item in self.sessions if item.id == session_id)
+        session.title = title
+        return session
+
+
+class _Hybrid:
+    mode = "auto"
+    last_route = None
+
+    def set_mode(self, mode: str) -> None:
+        self.mode = mode
+
+
+class _StreamingProvider:
+    name = "ollama"
+    model = "test"
+    last_route = None
+    mode = "local"
+
+    def stream_chat(self, _messages):
+        yield "Teil "
+        yield "Antwort"
+
+    def set_mode(self, mode: str) -> None:
+        self.mode = mode
+
+
+class _AbortingProvider(_StreamingProvider):
+    def stream_chat(self, _messages):
+        raise ResponseAbortedError("Vom Dialog abgebrochen")
+        yield
+
+
+class DesktopControllerTests(unittest.TestCase):
+    def setUp(self) -> None:
+        self.runtime = SimpleNamespace(
+            service=_Service(),
+            hybrid_provider=_Hybrid(),
+        )
+        self.controller = DesktopController(self.runtime)
+
+    def test_controller_manages_sessions_without_qt_window(self) -> None:
+        created = self.controller.new_session()
+        listed = self.controller.list_sessions()
+        searched = self.controller.list_sessions("Zwei")
+        loaded = self.controller.load_session("two")
+        renamed = self.controller.rename_active_session("Neu")
+
+        self.assertEqual(created.id, "one")
+        self.assertEqual(len(listed), 2)
+        self.assertEqual([session.id for session in searched], ["two"])
+        self.assertEqual(loaded.messages[0].content, "Hallo")
+        self.assertEqual(renamed.title, "Neu")
+
+    def test_error_sanitizer_masks_key_patterns(self) -> None:
+        secret = "AIza" + "x" * 25
+        result = sanitized_error(RuntimeError(f"Fehler {secret}"))
+
+        self.assertNotIn(secret, result)
+        self.assertIn("MASKIERT", result)
+
+    def test_streaming_events_are_forwarded_and_completed(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            provider = _StreamingProvider()
+            service = ChatService(
+                SQLiteSessionStore(Path(directory) / "sessions.sqlite3"),
+                provider,
+            )
+            controller = DesktopController(
+                SimpleNamespace(service=service, hybrid_provider=provider)
+            )
+
+            events = list(controller.stream_message("Hallo", threading.Event()))
+
+            self.assertEqual(
+                [event.text for event in events if event.kind is StreamEventKind.CHUNK],
+                ["Teil ", "Antwort"],
+            )
+            self.assertEqual(events[-1].kind, StreamEventKind.FINISHED)
+            session = service.list_sessions()[0]
+            self.assertEqual(service.load_session(session.id).session.message_count, 2)
+
+    def test_cancel_drops_partial_exchange(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            provider = _StreamingProvider()
+            service = ChatService(
+                SQLiteSessionStore(Path(directory) / "sessions.sqlite3"),
+                provider,
+            )
+            controller = DesktopController(
+                SimpleNamespace(service=service, hybrid_provider=provider)
+            )
+            cancel = threading.Event()
+            cancel.set()
+
+            events = list(controller.stream_message("Hallo", cancel))
+
+            self.assertEqual(events[-1].state, GenerationState.ABORTED)
+            session = service.list_sessions()[0]
+            self.assertEqual(service.load_session(session.id).messages, [])
+
+    def test_provider_abort_is_reported_as_aborted_not_error(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            provider = _AbortingProvider()
+            service = ChatService(
+                SQLiteSessionStore(Path(directory) / "sessions.sqlite3"),
+                provider,
+            )
+            controller = DesktopController(
+                SimpleNamespace(service=service, hybrid_provider=provider)
+            )
+
+            events = list(controller.stream_message("Hallo", threading.Event()))
+
+            self.assertEqual(events[-1].state, GenerationState.ABORTED)
+            self.assertNotIn(StreamEventKind.ERROR, [event.kind for event in events])

tests/unit/test_desktop_gui.py

@@ -0,0 +1,141 @@
+from __future__ import annotations
+
+import os
+import unittest
+from types import SimpleNamespace
+from unittest.mock import Mock, patch
+
+os.environ.setdefault("QT_QPA_PLATFORM", "offscreen")
+
+from PySide6.QtWidgets import QApplication
+
+from javis.core.provider_router import ApprovalChoice
+from javis.providers.base import ChatMessage
+from javis.security.privacy import CloudPolicy, PrivacyDecision
+from javis.ui.main_window import MainWindow
+from javis.ui.models import DesktopStatus, GenerationState
+from javis.ui.workers import ApprovalBridge
+
+
+class _Controller:
+    def __init__(self) -> None:
+        self.active_session_id = None
+        self.state = GenerationState.READY
+        self.session = SimpleNamespace(
+            id="session-one",
+            title="Desktop-Test",
+            last_provider="ollama",
+            message_count=2,
+            updated_at="2026-07-30T20:00:00+00:00",
+        )
+
+    def list_sessions(self, search: str = ""):
+        return [self.session] if not search or search in self.session.title else []
+
+    def load_session(self, session_id: str):
+        self.active_session_id = session_id
+        return SimpleNamespace(
+            session=self.session,
+            messages=[
+                ChatMessage("user", "Hallo"),
+                ChatMessage("assistant", "Guten Tag"),
+            ],
+        )
+
+    def new_session(self):
+        self.active_session_id = self.session.id
+        return self.session
+
+    def rename_active_session(self, title: str):
+        self.session.title = title
+        return self.session
+
+    def set_mode(self, _mode: str) -> None:
+        return
+
+    def status(self) -> DesktopStatus:
+        return DesktopStatus(
+            state=self.state,
+            mode="Lokal",
+            provider="ollama",
+            ollama_reachable=True,
+            local_model="test-model",
+            privacy_policy="never",
+            cloud_requests_today=0,
+            local_fallback=False,
+            data_dir="D:\\Testdaten",
+        )
+
+
+class _MessageBox:
+    Question = object()
+    AcceptRole = object()
+    RejectRole = object()
+    DestructiveRole = object()
+    selected_label = ""
+
+    def __init__(self, _parent) -> None:
+        self.buttons: dict[str, object] = {}
+
+    def setWindowTitle(self, _text: str) -> None:
+        return
+
+    def setIcon(self, _icon: object) -> None:
+        return
+
+    def setText(self, _text: str) -> None:
+        return
+
+    def setInformativeText(self, _text: str) -> None:
+        return
+
+    def addButton(self, label: str, _role: object) -> object:
+        button = object()
+        self.buttons[label] = button
+        return button
+
+    def exec(self) -> None:
+        return
+
+    def clickedButton(self) -> object | None:
+        return self.buttons.get(type(self).selected_label)
+
+
+class DesktopGuiTests(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls) -> None:
+        cls.application = QApplication.instance() or QApplication([])
+
+    def setUp(self) -> None:
+        self.bridge = ApprovalBridge()
+        self.window = MainWindow(_Controller(), self.bridge)
+        self.window.show()
+        self.application.processEvents()
+
+    def tearDown(self) -> None:
+        self.window.close()
+        self.application.processEvents()
+
+    def test_offscreen_window_loads_session_and_core_widgets(self) -> None:
+        self.assertEqual(self.window.windowTitle(), "Javis Desktop")
+        self.assertEqual(self.window.session_list.count(), 1)
+        self.assertIn("Hallo", self.window.chat_view.toPlainText())
+        self.assertTrue(self.window.send_button.isEnabled())
+        self.assertFalse(self.window.stop_button.isEnabled())
+        self.assertEqual(self.window.status_labels["provider"].text(), "ollama")
+
+    def test_approval_dialog_maps_all_three_choices(self) -> None:
+        decision = PrivacyDecision(CloudPolicy.ASK, "persönliche Information")
+        self.bridge.resolve = Mock()
+        expected = {
+            "Einmal erlauben": ApprovalChoice.ALLOW,
+            "Lokal beantworten": ApprovalChoice.LOCAL,
+            "Abbrechen": ApprovalChoice.CANCEL,
+        }
+
+        with patch("javis.ui.main_window.QMessageBox", _MessageBox):
+            for label, choice in expected.items():
+                with self.subTest(label=label):
+                    _MessageBox.selected_label = label
+                    self.window._show_approval(decision)
+                    self.bridge.resolve.assert_called_with(choice)

tests/unit/test_gemini_provider.py

@@ -0,0 +1,222 @@
+from __future__ import annotations
+
+import unittest
+from types import SimpleNamespace
+from typing import Any
+
+import httpx
+from google.genai import errors
+
+from javis.providers.base import (
+    ChatMessage,
+    CloudNetworkError,
+    InvalidApiKeyError,
+    InvalidProviderResponseError,
+    MissingApiKeyError,
+    ProviderRateLimitError,
+    ProviderTimeoutError,
+)
+from javis.providers.gemini import GeminiProvider
+
+
+class _FakeModels:
+    def __init__(self, result: object) -> None:
+        self.result = result
+        self.call: dict[str, Any] | None = None
+        self.stream_call: dict[str, Any] | None = None
+
+    def generate_content(self, **kwargs: object) -> object:
+        self.call = kwargs
+        if isinstance(self.result, BaseException):
+            raise self.result
+        return self.result
+
+    def generate_content_stream(self, **kwargs: object):
+        self.stream_call = kwargs
+        if isinstance(self.result, BaseException):
+            raise self.result
+        if isinstance(self.result, list):
+            return iter(self.result)
+        return iter((self.result,))
+
+
+class _FakeClient:
+    def __init__(self, result: object) -> None:
+        self.models = _FakeModels(result)
+
+
+class _ClientFactory:
+    def __init__(self, result: object) -> None:
+        self.client = _FakeClient(result)
+        self.arguments: dict[str, Any] | None = None
+
+    def __call__(self, **kwargs: object) -> _FakeClient:
+        self.arguments = kwargs
+        return self.client
+
+
+def _response(text: str = "Cloud-Antwort") -> SimpleNamespace:
+    return SimpleNamespace(
+        text=text,
+        usage_metadata=SimpleNamespace(
+            prompt_token_count=12,
+            candidates_token_count=7,
+        ),
+    )
+
+
+def _stream_response(
+    visible_text: str,
+    *,
+    thought_text: str | None = None,
+    with_usage: bool = False,
+) -> SimpleNamespace:
+    parts = []
+    if thought_text:
+        parts.append(SimpleNamespace(text=thought_text, thought=True))
+    parts.append(SimpleNamespace(text=visible_text, thought=False))
+    usage = SimpleNamespace(prompt_token_count=12, candidates_token_count=7) if with_usage else None
+    return SimpleNamespace(
+        candidates=[SimpleNamespace(content=SimpleNamespace(parts=parts))],
+        usage_metadata=usage,
+    )
+
+
+class GeminiProviderTests(unittest.TestCase):
+    def _provider(
+        self, result: object, **overrides: object
+    ) -> tuple[GeminiProvider, _ClientFactory]:
+        factory = _ClientFactory(result)
+        arguments: dict[str, object] = {
+            "model": "gemini-3.6-flash",
+            "api_key": "test-key-not-a-real-secret",
+            "timeout_seconds": 30,
+            "max_output_tokens": 1024,
+            "max_retries": 1,
+            "client_factory": factory,
+        }
+        arguments.update(overrides)
+        return GeminiProvider(**arguments), factory
+
+    def test_success_uses_bounded_sdk_configuration_and_tracks_usage(self) -> None:
+        provider, factory = self._provider(_response())
+
+        answer = provider.chat(
+            [
+                ChatMessage("user", "Hallo"),
+                ChatMessage("assistant", "Guten Tag"),
+                ChatMessage("user", "Was ist SQLite?"),
+            ]
+        )
+
+        self.assertEqual(answer, "Cloud-Antwort")
+        self.assertEqual(provider.last_usage.input_tokens, 12)
+        self.assertEqual(provider.last_usage.output_tokens, 7)
+        self.assertNotIn("test-key-not-a-real-secret", repr(factory.client.models.call))
+
+        http_options = factory.arguments["http_options"]
+        self.assertEqual(http_options.api_version, "v1")
+        self.assertEqual(http_options.timeout, 30_000)
+        self.assertEqual(http_options.retry_options.attempts, 2)
+        self.assertNotIn(429, http_options.retry_options.http_status_codes)
+
+        call = factory.client.models.call
+        self.assertEqual(call["model"], "gemini-3.6-flash")
+        self.assertEqual([content.role for content in call["contents"]], ["user", "model", "user"])
+        self.assertEqual(call["config"].max_output_tokens, 1024)
+        self.assertIsNone(call["config"].tools)
+        self.assertFalse(call["config"].thinking_config.include_thoughts)
+
+    def test_streaming_yields_only_visible_text_and_tracks_usage(self) -> None:
+        provider, factory = self._provider(
+            [
+                _stream_response("Cloud ", thought_text="verstecktes Denken"),
+                _stream_response("Antwort", with_usage=True),
+            ]
+        )
+
+        chunks = list(provider.stream_chat([ChatMessage("user", "Was ist SQLite?")]))
+
+        self.assertEqual(chunks, ["Cloud ", "Antwort"])
+        self.assertNotIn("verstecktes Denken", "".join(chunks))
+        self.assertEqual(provider.last_usage.input_tokens, 12)
+        self.assertEqual(provider.last_usage.output_tokens, 7)
+        self.assertEqual(
+            factory.client.models.stream_call["model"],
+            "gemini-3.6-flash",
+        )
+
+    def test_streaming_error_is_sanitized(self) -> None:
+        provider, _ = self._provider(
+            errors.ClientError(
+                429,
+                {"message": "quota test-key-not-a-real-secret"},
+            )
+        )
+
+        with self.assertRaises(ProviderRateLimitError) as raised:
+            list(provider.stream_chat([ChatMessage("user", "Was ist Python?")]))
+
+        self.assertNotIn("test-key-not-a-real-secret", str(raised.exception))
+
+    def test_missing_key_stops_before_client_creation(self) -> None:
+        factory = _ClientFactory(_response())
+
+        with self.assertRaises(MissingApiKeyError):
+            GeminiProvider(
+                model="gemini-3.6-flash",
+                api_key=None,
+                timeout_seconds=30,
+                max_output_tokens=1024,
+                max_retries=1,
+                client_factory=factory,
+            )
+
+        self.assertIsNone(factory.arguments)
+
+    def test_invalid_key_is_sanitized(self) -> None:
+        provider, _ = self._provider(
+            errors.ClientError(
+                401,
+                {"message": "rejected test-key-not-a-real-secret"},
+            )
+        )
+
+        with self.assertRaisesRegex(InvalidApiKeyError, "wurde abgelehnt") as raised:
+            provider.chat([ChatMessage("user", "Hallo")])
+
+        self.assertNotIn("test-key-not-a-real-secret", str(raised.exception))
+
+    def test_rate_limit_is_a_distinct_fallback_signal(self) -> None:
+        provider, _ = self._provider(errors.ClientError(429, {"message": "quota"}))
+
+        with self.assertRaises(ProviderRateLimitError):
+            provider.chat([ChatMessage("user", "Was ist Python?")])
+
+    def test_network_failure_is_a_distinct_fallback_signal(self) -> None:
+        request = httpx.Request("POST", "https://example.invalid")
+        provider, _ = self._provider(httpx.ConnectError("offline", request=request))
+
+        with self.assertRaises(CloudNetworkError):
+            provider.chat([ChatMessage("user", "Was ist Python?")])
+
+    def test_timeout_is_a_distinct_fallback_signal(self) -> None:
+        request = httpx.Request("POST", "https://example.invalid")
+        provider, _ = self._provider(httpx.ReadTimeout("timeout", request=request))
+
+        with self.assertRaises(ProviderTimeoutError):
+            provider.chat([ChatMessage("user", "Was ist Python?")])
+
+    def test_empty_response_is_rejected(self) -> None:
+        provider, _ = self._provider(_response("  "))
+
+        with self.assertRaises(InvalidProviderResponseError):
+            provider.chat([ChatMessage("user", "Was ist Python?")])
+
+    def test_more_than_one_retry_is_rejected(self) -> None:
+        with self.assertRaises(ValueError):
+            self._provider(_response(), max_retries=2)
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/unit/test_ollama_provider.py

@@ -4,22 +4,47 @@ import unittest
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
 from typing import ClassVar
 
-from javis.providers.base import ChatMessage
+from javis.providers.base import ChatMessage, ResponseAbortedError
 from javis.providers.ollama import OllamaProvider
 
 
 class _OllamaHandler(BaseHTTPRequestHandler):
     request_payload: ClassVar[dict[str, object]] = {}
+    abort_stream: ClassVar[bool] = False
 
     def do_POST(self) -> None:
         length = int(self.headers["Content-Length"])
         type(self).request_payload = json.loads(self.rfile.read(length))
-        body = json.dumps(
+        if type(self).request_payload["stream"]:
-            {
+            chunks = [
-                "message": {"role": "assistant", "content": "Lokale Antwort"},
+                {
-                "done": True,
+                    "message": {"role": "assistant", "content": "Lokale "},
-            }
+                    "done": False,
-        ).encode()
+                }
+            ]
+            if not type(self).abort_stream:
+                chunks.append(
+                    {
+                        "message": {"role": "assistant", "content": "Antwort"},
+                        "done": True,
+                    }
+                )
+            body = b"".join(json.dumps(chunk).encode() + b"\n" for chunk in chunks)
+        else:
+            body = json.dumps(
+                {
+                    "message": {"role": "assistant", "content": "Lokale Antwort"},
+                    "done": True,
+                }
+            ).encode()
+        self.send_response(200)
+        self.send_header("Content-Type", "application/json")
+        self.send_header("Content-Length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def do_GET(self) -> None:
+        body = json.dumps({"models": [{"name": "test-model"}]}).encode()
         self.send_response(200)
         self.send_header("Content-Type", "application/json")
         self.send_header("Content-Length", str(len(body)))
@@ -31,6 +56,9 @@ class _OllamaHandler(BaseHTTPRequestHandler):
 
 
 class OllamaProviderTests(unittest.TestCase):
+    def setUp(self) -> None:
+        _OllamaHandler.abort_stream = False
+
     def test_provider_uses_local_chat_endpoint(self) -> None:
         server = ThreadingHTTPServer(("127.0.0.1", 0), _OllamaHandler)
         thread = threading.Thread(target=server.serve_forever, daemon=True)
@@ -42,6 +70,7 @@ class OllamaProviderTests(unittest.TestCase):
                 2,
             )
             response = provider.chat([ChatMessage("user", "Hallo")])
+            status = provider.probe()
         finally:
             server.shutdown()
             server.server_close()
@@ -50,6 +79,46 @@ class OllamaProviderTests(unittest.TestCase):
         self.assertEqual(response, "Lokale Antwort")
         self.assertEqual(_OllamaHandler.request_payload["model"], "test-model")
         self.assertFalse(_OllamaHandler.request_payload["stream"])
+        self.assertTrue(status.reachable)
+        self.assertTrue(status.model_available)
+
+    def test_provider_streams_visible_text_without_thinking(self) -> None:
+        server = ThreadingHTTPServer(("127.0.0.1", 0), _OllamaHandler)
+        thread = threading.Thread(target=server.serve_forever, daemon=True)
+        thread.start()
+        try:
+            provider = OllamaProvider(
+                "test-model",
+                f"http://127.0.0.1:{server.server_port}",
+                2,
+            )
+            chunks = list(provider.stream_chat([ChatMessage("user", "Hallo")]))
+        finally:
+            server.shutdown()
+            server.server_close()
+            thread.join()
+
+        self.assertEqual(chunks, ["Lokale ", "Antwort"])
+        self.assertTrue(_OllamaHandler.request_payload["stream"])
+        self.assertFalse(_OllamaHandler.request_payload["think"])
+
+    def test_provider_rejects_incomplete_stream(self) -> None:
+        _OllamaHandler.abort_stream = True
+        server = ThreadingHTTPServer(("127.0.0.1", 0), _OllamaHandler)
+        thread = threading.Thread(target=server.serve_forever, daemon=True)
+        thread.start()
+        try:
+            provider = OllamaProvider(
+                "test-model",
+                f"http://127.0.0.1:{server.server_port}",
+                2,
+            )
+            with self.assertRaises(ResponseAbortedError):
+                list(provider.stream_chat([ChatMessage("user", "Hallo")]))
+        finally:
+            server.shutdown()
+            server.server_close()
+            thread.join()
 
 
 if __name__ == "__main__":

tests/unit/test_privacy.py

@@ -0,0 +1,116 @@
+import unittest
+
+from javis.providers.base import ChatMessage
+from javis.security.privacy import CloudPolicy, PrivacyRouter
+
+
+class PrivacyRouterTests(unittest.TestCase):
+    def setUp(self) -> None:
+        self.router = PrivacyRouter()
+
+    def test_general_technical_question_is_allowed(self) -> None:
+        for question in (
+            "Erkläre in zwei Sätzen den Unterschied zwischen RAM und SSD.",
+            "Wie funktioniert eine SQLite-Transaktion?",
+            "Was bedeutet HTTP 404?",
+            "Wie funktioniert Git?",
+        ):
+            with self.subTest(question=question):
+                self.assertEqual(
+                    self.router.classify(question).policy,
+                    CloudPolicy.ALLOWED,
+                )
+
+    def test_internal_server_question_requires_approval(self) -> None:
+        decision = self.router.classify(
+            "Wie konfiguriere ich den internen Server mit Hostname srv-intern-01?"
+        )
+        self.assertEqual(decision.policy, CloudPolicy.ASK)
+
+    def test_technical_question_with_api_key_is_never(self) -> None:
+        decision = self.router.classify("Wie nutze ich diesen API-Key in Python: AIza" + "x" * 25)
+        self.assertEqual(decision.policy, CloudPolicy.NEVER)
+
+    def test_personal_technical_situation_requires_approval(self) -> None:
+        decision = self.router.classify(
+            "Meine SSD ist voll. Wie verschiebe ich meine persönlichen Dateien?"
+        )
+        self.assertEqual(decision.policy, CloudPolicy.ASK)
+
+    def test_personal_information_requires_approval(self) -> None:
+        self.assertEqual(
+            self.router.classify("Ich möchte meinen Alltag besser planen.").policy,
+            CloudPolicy.ASK,
+        )
+
+    def test_family_information_requires_approval(self) -> None:
+        self.assertEqual(
+            self.router.classify("Meine Frau hat morgen einen Termin.").policy,
+            CloudPolicy.ASK,
+        )
+
+    def test_secret_pattern_is_never(self) -> None:
+        decision = self.router.classify("Mein API-Key ist AIza" + "x" * 25)
+        self.assertEqual(decision.policy, CloudPolicy.NEVER)
+
+    def test_financial_and_health_information_are_never(self) -> None:
+        self.assertEqual(
+            self.router.classify("Meine IBAN ist ein Geheimnis.").policy,
+            CloudPolicy.NEVER,
+        )
+        self.assertEqual(
+            self.router.classify("Meine Diagnose soll ausgewertet werden.").policy,
+            CloudPolicy.NEVER,
+        )
+
+    def test_medical_questions_are_always_never(self) -> None:
+        for question in (
+            "Wenn ich blute, sollte ich dann zum Arzt?",
+            "Welche Symptome hat eine Grippe?",
+            "Wie nehme ich dieses Medikament ein?",
+            "Was bedeutet diese Diagnose?",
+            "Wie sollte eine Verletzung behandelt werden?",
+        ):
+            with self.subTest(question=question):
+                self.assertEqual(
+                    self.router.classify(question).policy,
+                    CloudPolicy.NEVER,
+                )
+
+    def test_technical_terms_cannot_override_medical_never(self) -> None:
+        decision = self.router.classify(
+            "Wie speichere ich meine Symptome und Diagnose mit Python in SQLite?"
+        )
+        self.assertEqual(decision.policy, CloudPolicy.NEVER)
+
+    def test_unknown_content_is_conservatively_ask(self) -> None:
+        self.assertEqual(
+            self.router.classify("Erkläre das bitte genauer.").policy,
+            CloudPolicy.ASK,
+        )
+
+    def test_explicit_cloud_request_cannot_override_never(self) -> None:
+        decision = self.router.classify(
+            "Sende mein Passwort an die Cloud.",
+            cloud_requested=True,
+        )
+        self.assertEqual(decision.policy, CloudPolicy.NEVER)
+
+    def test_minimal_context_excludes_sensitive_history(self) -> None:
+        messages = [
+            ChatMessage("user", "Meine Diagnose ist privat."),
+            ChatMessage("assistant", "Das bleibt lokal."),
+            ChatMessage("user", "Wie funktioniert SQLite?"),
+        ]
+        selected = self.router.minimal_context(
+            messages,
+            current_policy=CloudPolicy.ALLOWED,
+            approved=False,
+            max_chars=1_000,
+            max_messages=6,
+        )
+        self.assertEqual(selected, [ChatMessage("user", "Wie funktioniert SQLite?")])
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/unit/test_provider_router.py

@@ -0,0 +1,375 @@
+from __future__ import annotations
+
+import tempfile
+import unittest
+from pathlib import Path
+
+from javis.core.provider_router import ApprovalChoice, HybridProvider
+from javis.memory.usage_store import ProviderEvent, SQLiteUsageStore
+from javis.providers.base import (
+    ChatMessage,
+    CloudModelUnavailableError,
+    CloudNetworkError,
+    InvalidApiKeyError,
+    LocalModelProvider,
+    MissingApiKeyError,
+    ProviderRateLimitError,
+    ProviderTimeoutError,
+    ProviderUsage,
+    ResponseAbortedError,
+)
+from javis.security.privacy import CloudPolicy, PrivacyRouter
+
+
+class _RecordingProvider:
+    def __init__(
+        self,
+        name: str,
+        model: str,
+        *,
+        answer: str = "Antwort",
+        error: Exception | None = None,
+        stream_chunks: tuple[str, ...] | None = None,
+        stream_error: Exception | None = None,
+    ) -> None:
+        self.name = name
+        self.model = model
+        self.answer = answer
+        self.error = error
+        self.stream_chunks = stream_chunks
+        self.stream_error = stream_error
+        self.calls: list[list[ChatMessage]] = []
+        self.last_usage = ProviderUsage(11, 5)
+
+    def chat(self, messages: list[ChatMessage]) -> str:
+        self.calls.append(messages)
+        if self.error:
+            raise self.error
+        return self.answer
+
+    def stream_chat(self, messages: list[ChatMessage]):
+        self.calls.append(messages)
+        if self.stream_chunks is None:
+            if self.error:
+                raise self.error
+            yield self.answer
+        else:
+            yield from self.stream_chunks
+        if self.stream_error:
+            raise self.stream_error
+
+
+class HybridProviderTests(unittest.TestCase):
+    def setUp(self) -> None:
+        self.temporary_directory = tempfile.TemporaryDirectory()
+        self.usage_store = SQLiteUsageStore(
+            Path(self.temporary_directory.name) / "provider-usage.sqlite3"
+        )
+        self.local = _RecordingProvider("ollama", "qwen3:8b", answer="Lokal")
+        self.cloud = _RecordingProvider(
+            "gemini",
+            "gemini-3.6-flash",
+            answer="Cloud",
+        )
+        self.notices: list[str] = []
+        self.approvals: list[object] = []
+        self.approval_result = False
+
+    def tearDown(self) -> None:
+        self.temporary_directory.cleanup()
+
+    def _router(self, **overrides: object) -> HybridProvider:
+        arguments: dict[str, object] = {
+            "local_provider": self.local,
+            "cloud_provider_factory": lambda: self.cloud,
+            "cloud_model": "gemini-3.6-flash",
+            "privacy_router": PrivacyRouter(),
+            "usage_store": self.usage_store,
+            "approval_callback": self._approve,
+            "notice_callback": self.notices.append,
+            "mode": "auto",
+            "cloud_enabled": True,
+            "billing_confirmed_disabled": True,
+            "free_only": True,
+            "max_cloud_requests_per_day": 25,
+            "max_cloud_input_chars": 12_000,
+            "max_cloud_context_messages": 6,
+        }
+        arguments.update(overrides)
+        return HybridProvider(**arguments)
+
+    def _approve(self, decision: object) -> bool:
+        self.approvals.append(decision)
+        return self.approval_result
+
+    def test_contract_and_existing_local_session_are_supported(self) -> None:
+        router = self._router()
+
+        self.assertIsInstance(router, LocalModelProvider)
+        self.assertTrue(router.supports_session("hybrid", "auto"))
+        self.assertTrue(router.supports_session("ollama", "qwen3:8b"))
+        self.assertFalse(router.supports_session("ollama", "other-model"))
+
+    def test_allowed_technical_content_uses_cloud_with_minimal_context(self) -> None:
+        router = self._router()
+
+        answer = router.chat(
+            [
+                ChatMessage("user", "Meine IBAN ist vertraulich"),
+                ChatMessage("assistant", "Verstanden"),
+                ChatMessage("user", "Wie funktioniert SQLite?"),
+            ]
+        )
+
+        self.assertEqual(answer, "Cloud")
+        self.assertEqual(len(self.cloud.calls), 1)
+        self.assertEqual(
+            [message.content for message in self.cloud.calls[0]],
+            ["Wie funktioniert SQLite?"],
+        )
+        self.assertEqual(router.last_route.provider, "gemini")
+        self.assertEqual(router.last_route.privacy_policy, CloudPolicy.ALLOWED)
+        self.assertFalse(router.last_route.fallback)
+
+    def test_never_policy_cannot_construct_cloud_provider(self) -> None:
+        constructed = False
+
+        def cloud_factory() -> _RecordingProvider:
+            nonlocal constructed
+            constructed = True
+            return self.cloud
+
+        router = self._router(cloud_provider_factory=cloud_factory, mode="gemini")
+        answer = router.chat([ChatMessage("user", "Mein API-Key ist geheim")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertFalse(constructed)
+        self.assertTrue(router.last_route.fallback)
+        self.assertIn("lokale Antwort", self.notices[-1])
+
+    def test_medical_never_routes_locally_before_cloud_construction(self) -> None:
+        constructed = False
+
+        def cloud_factory() -> _RecordingProvider:
+            nonlocal constructed
+            constructed = True
+            return self.cloud
+
+        router = self._router(cloud_provider_factory=cloud_factory, mode="gemini")
+
+        answer = router.chat([ChatMessage("user", "Wenn ich blute, sollte ich dann zum Arzt?")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertFalse(constructed)
+        self.assertFalse(self.approvals)
+        self.assertEqual(router.last_route.privacy_policy, CloudPolicy.NEVER)
+
+    def test_ask_defaults_to_local_when_approval_is_denied(self) -> None:
+        router = self._router()
+
+        answer = router.chat([ChatMessage("user", "Meine Familie plant Urlaub")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertEqual(len(self.approvals), 1)
+        self.assertFalse(self.cloud.calls)
+
+    def test_ask_uses_cloud_after_explicit_approval(self) -> None:
+        self.approval_result = True
+        router = self._router()
+
+        answer = router.chat([ChatMessage("user", "Meine Familie plant Urlaub")])
+
+        self.assertEqual(answer, "Cloud")
+        self.assertEqual(len(self.cloud.calls), 1)
+
+    def test_ask_supports_allow_local_and_cancel_choices(self) -> None:
+        question = [ChatMessage("user", "Meine Familie plant Urlaub")]
+
+        allowed = self._router(approval_callback=lambda _decision: ApprovalChoice.ALLOW)
+        self.assertEqual(allowed.chat(question), "Cloud")
+
+        local = self._router(approval_callback=lambda _decision: ApprovalChoice.LOCAL)
+        self.assertEqual(local.chat(question), "Lokal")
+
+        cancelled = self._router(approval_callback=lambda _decision: ApprovalChoice.CANCEL)
+        with self.assertRaises(ResponseAbortedError):
+            cancelled.chat(question)
+
+    def test_429_falls_back_without_losing_local_answer(self) -> None:
+        self.cloud.error = ProviderRateLimitError("quota")
+        router = self._router()
+
+        answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertEqual(self.usage_store.cloud_requests_on(), 1)
+        self.assertEqual(self.usage_store.local_fallbacks_on(), 1)
+        self.assertIn("Gemini nicht verfügbar", self.notices[-1])
+
+    def test_network_failure_falls_back(self) -> None:
+        self.cloud.error = CloudNetworkError("offline")
+        router = self._router()
+
+        answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertTrue(router.last_route.fallback)
+
+    def test_timeout_and_missing_model_fall_back(self) -> None:
+        for error in (
+            ProviderTimeoutError("timeout"),
+            CloudModelUnavailableError("missing model"),
+        ):
+            with self.subTest(error=type(error).__name__):
+                self.cloud.error = error
+                router = self._router()
+
+                answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+                self.assertEqual(answer, "Lokal")
+                self.assertTrue(router.last_route.fallback)
+
+    def test_missing_key_falls_back(self) -> None:
+        def missing_key() -> _RecordingProvider:
+            raise MissingApiKeyError("missing")
+
+        router = self._router(cloud_provider_factory=missing_key)
+
+        answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertTrue(router.last_route.fallback)
+
+    def test_invalid_key_disables_cloud_for_remaining_process(self) -> None:
+        self.cloud.error = InvalidApiKeyError("invalid")
+        router = self._router()
+
+        router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+        self.cloud.error = None
+        router.chat([ChatMessage("user", "Wie funktioniert SQLite?")])
+
+        self.assertEqual(len(self.cloud.calls), 1)
+        self.assertEqual(len(self.local.calls), 2)
+        self.assertIn("deaktiviert", self.notices[-1])
+
+    def test_local_daily_limit_stops_cloud_before_construction(self) -> None:
+        self.usage_store.record(
+            ProviderEvent(
+                "gemini",
+                "gemini-3.6-flash",
+                True,
+                None,
+                False,
+                "allowed",
+            )
+        )
+        router = self._router(max_cloud_requests_per_day=1)
+
+        answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertFalse(self.cloud.calls)
+        self.assertIn("tägliches Cloudlimit", self.notices[-1])
+
+    def test_cloud_requires_local_activation_and_no_billing_confirmation(self) -> None:
+        for override in (
+            {"cloud_enabled": False},
+            {"billing_confirmed_disabled": False},
+        ):
+            with self.subTest(override=override):
+                router = self._router(**override)
+                answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+                self.assertEqual(answer, "Lokal")
+
+        self.assertFalse(self.cloud.calls)
+
+    def test_oversized_current_message_remains_local(self) -> None:
+        router = self._router(max_cloud_input_chars=10)
+
+        answer = router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertFalse(self.cloud.calls)
+
+    def test_local_mode_never_asks_or_calls_cloud(self) -> None:
+        router = self._router(mode="local")
+
+        answer = router.chat([ChatMessage("user", "Meine Familie plant Urlaub")])
+
+        self.assertEqual(answer, "Lokal")
+        self.assertFalse(self.approvals)
+        self.assertFalse(self.cloud.calls)
+        self.assertFalse(router.last_route.fallback)
+        self.assertTrue(router.last_route.cloud_suppressed_by_local_mode)
+        self.assertFalse(router.last_route.technical_fallback)
+
+    def test_network_failure_is_reported_as_technical_fallback(self) -> None:
+        self.cloud.error = CloudNetworkError("offline")
+        router = self._router()
+
+        router.chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertFalse(router.last_route.cloud_suppressed_by_local_mode)
+        self.assertTrue(router.last_route.technical_fallback)
+
+    def test_allowed_cloud_response_streams_visible_chunks(self) -> None:
+        self.cloud.stream_chunks = ("Cloud ", "Stream")
+        router = self._router()
+
+        chunks = list(router.stream_chat([ChatMessage("user", "Wie funktioniert SQLite?")]))
+
+        self.assertEqual(chunks, ["Cloud ", "Stream"])
+        self.assertEqual(router.last_route.provider, "gemini")
+        self.assertFalse(router.last_route.fallback)
+
+    def test_cloud_stream_error_before_output_falls_back_locally(self) -> None:
+        self.cloud.stream_chunks = ()
+        self.cloud.stream_error = CloudNetworkError("offline")
+        self.local.stream_chunks = ("Lokaler ", "Ersatz")
+        router = self._router()
+
+        chunks = list(router.stream_chat([ChatMessage("user", "Wie funktioniert Python?")]))
+
+        self.assertEqual(chunks, ["Lokaler ", "Ersatz"])
+        self.assertTrue(router.last_route.fallback)
+        self.assertTrue(router.last_route.technical_fallback)
+        self.assertIn("lokale Antwort", self.notices[-1])
+
+    def test_cloud_stream_error_after_output_never_appends_local_answer(self) -> None:
+        self.cloud.stream_chunks = ("Teilantwort",)
+        self.cloud.stream_error = CloudNetworkError("offline")
+        self.local.stream_chunks = ("Lokaler Ersatz",)
+        router = self._router()
+        stream = router.stream_chat([ChatMessage("user", "Wie funktioniert Python?")])
+
+        self.assertEqual(next(stream), "Teilantwort")
+        with self.assertRaises(ResponseAbortedError):
+            next(stream)
+
+        self.assertFalse(self.local.calls)
+        self.assertFalse(router.last_route.fallback)
+        self.assertTrue(router.last_route.technical_fallback)
+
+    def test_medical_never_streams_locally_before_cloud_construction(self) -> None:
+        constructed = False
+        self.local.stream_chunks = ("Lokal",)
+
+        def cloud_factory() -> _RecordingProvider:
+            nonlocal constructed
+            constructed = True
+            return self.cloud
+
+        router = self._router(cloud_provider_factory=cloud_factory, mode="gemini")
+
+        chunks = list(
+            router.stream_chat([ChatMessage("user", "Welche Diagnose passt zu meinen Schmerzen?")])
+        )
+
+        self.assertEqual(chunks, ["Lokal"])
+        self.assertFalse(constructed)
+        self.assertFalse(self.approvals)
+        self.assertEqual(router.last_route.privacy_policy, CloudPolicy.NEVER)
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/unit/test_secrets.py

@@ -0,0 +1,80 @@
+import unittest
+
+from keyring.errors import PasswordDeleteError
+
+from javis.interface.cli import run_secrets
+from javis.security.secrets import GEMINI_ACCOUNT, SERVICE_NAME, SecretProvider
+
+
+class _FakeBackend:
+    def __init__(self) -> None:
+        self.values: dict[tuple[str, str], str] = {}
+
+    def get_password(self, service: str, account: str) -> str | None:
+        return self.values.get((service, account))
+
+    def set_password(self, service: str, account: str, value: str) -> None:
+        self.values[(service, account)] = value
+
+    def delete_password(self, service: str, account: str) -> None:
+        try:
+            del self.values[(service, account)]
+        except KeyError as exc:
+            raise PasswordDeleteError("missing") from exc
+
+
+class SecretProviderTests(unittest.TestCase):
+    def setUp(self) -> None:
+        self.backend = _FakeBackend()
+        self.provider = SecretProvider(self.backend)
+
+    def test_key_is_initially_not_available(self) -> None:
+        self.assertFalse(self.provider.gemini_key_available())
+
+    def test_set_and_delete_key(self) -> None:
+        self.provider.set_gemini_key("test-secret-value")
+        self.assertTrue(self.provider.gemini_key_available())
+        self.assertEqual(
+            self.backend.values[(SERVICE_NAME, GEMINI_ACCOUNT)],
+            "test-secret-value",
+        )
+
+        self.assertTrue(self.provider.delete_gemini_key())
+        self.assertFalse(self.provider.gemini_key_available())
+
+    def test_cli_set_uses_hidden_input_and_never_outputs_value(self) -> None:
+        output: list[str] = []
+        secret = "test-secret-value"
+
+        result = run_secrets(
+            "set",
+            provider=self.provider,
+            password_fn=lambda _prompt: secret,
+            output=output.append,
+        )
+
+        self.assertEqual(result, 0)
+        self.assertTrue(self.provider.gemini_key_available())
+        self.assertNotIn(secret, "\n".join(output))
+
+    def test_cli_status_only_reports_availability(self) -> None:
+        output: list[str] = []
+        self.provider.set_gemini_key("test-secret-value")
+
+        result = run_secrets("status", provider=self.provider, output=output.append)
+
+        self.assertEqual(result, 0)
+        self.assertEqual(output, ["Gemini-Schlüssel: verfügbar"])
+        self.assertNotIn("test-secret-value", "\n".join(output))
+
+    def test_cli_delete_handles_missing_key(self) -> None:
+        output: list[str] = []
+
+        result = run_secrets("delete", provider=self.provider, output=output.append)
+
+        self.assertEqual(result, 0)
+        self.assertEqual(output, ["Gemini-Schlüssel war nicht verfügbar."])
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/unit/test_settings.py

@@ -1,6 +1,12 @@
+import tempfile
 import unittest
 from pathlib import Path
 
+from javis.config.local_config import (
+    LocalConfigError,
+    load_local_defaults,
+    write_gemini_activation,
+)
 from javis.config.settings import ConfigurationError, Settings, default_data_dir
 
 
@@ -34,6 +40,83 @@ class SettingsTests(unittest.TestCase):
                 }
             )
 
+    def test_zero_cost_defaults_are_conservative(self) -> None:
+        settings = Settings.from_env({"JAVIS_DATA_DIR": str(Path.cwd())})
+
+        self.assertTrue(settings.free_only)
+        self.assertFalse(settings.gemini_enabled)
+        self.assertFalse(settings.billing_confirmed_disabled)
+        self.assertEqual(settings.gemini_model, "gemini-3.6-flash")
+        self.assertEqual(settings.provider_mode, "auto")
+
+    def test_paid_mode_is_rejected(self) -> None:
+        with self.assertRaises(ConfigurationError):
+            Settings.from_env(
+                {
+                    "JAVIS_DATA_DIR": str(Path.cwd()),
+                    "JAVIS_FREE_ONLY": "false",
+                }
+            )
+
+    def test_cloud_limits_are_bounded(self) -> None:
+        with self.assertRaises(ConfigurationError):
+            Settings.from_env(
+                {
+                    "JAVIS_DATA_DIR": str(Path.cwd()),
+                    "JAVIS_MAX_CLOUD_REQUESTS_PER_DAY": "1001",
+                }
+            )
+
+    def test_local_toml_enables_only_confirmed_free_gemini(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            data_dir = Path(directory)
+            write_gemini_activation(data_dir / "javis.toml")
+
+            settings = Settings.from_env({"JAVIS_DATA_DIR": str(data_dir)})
+
+        self.assertTrue(settings.gemini_enabled)
+        self.assertTrue(settings.free_only)
+        self.assertTrue(settings.billing_confirmed_disabled)
+        self.assertEqual(settings.provider_mode, "auto")
+        self.assertEqual(settings.gemini_max_retries, 1)
+
+    def test_environment_can_safely_disable_local_cloud_config(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            data_dir = Path(directory)
+            write_gemini_activation(data_dir / "javis.toml")
+
+            settings = Settings.from_env(
+                {
+                    "JAVIS_DATA_DIR": str(data_dir),
+                    "JAVIS_GEMINI_ENABLED": "false",
+                }
+            )
+
+        self.assertFalse(settings.gemini_enabled)
+
+    def test_activation_file_contains_no_secret_and_is_not_overwritten(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            path = Path(directory) / "javis.toml"
+            write_gemini_activation(path)
+            content = path.read_text(encoding="utf-8")
+
+            self.assertNotIn("api_key", content.lower())
+            self.assertNotIn("password", content.lower())
+            self.assertEqual(
+                load_local_defaults(path)["JAVIS_GEMINI_BILLING_CONFIRMED_DISABLED"],
+                "true",
+            )
+            with self.assertRaises(LocalConfigError):
+                write_gemini_activation(path)
+
+    def test_malformed_local_config_is_rejected(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            data_dir = Path(directory)
+            (data_dir / "javis.toml").write_text("[providers", encoding="utf-8")
+
+            with self.assertRaises(ConfigurationError):
+                Settings.from_env({"JAVIS_DATA_DIR": str(data_dir)})
+
 
 if __name__ == "__main__":
     unittest.main()

tests/unit/test_sqlite_store.py

@@ -1,15 +1,20 @@
+import sqlite3
 import tempfile
 import unittest
 from pathlib import Path
 
-from javis.memory.sqlite_store import SessionNotFoundError, SQLiteSessionStore
+from javis.memory.sqlite_store import (
+    AmbiguousSessionReferenceError,
+    SessionNotFoundError,
+    SQLiteSessionStore,
+)
 
 
 class SQLiteSessionStoreTests(unittest.TestCase):
     def setUp(self) -> None:
         self.temporary_directory = tempfile.TemporaryDirectory()
-        database = Path(self.temporary_directory.name) / "sessions.sqlite3"
+        self.database = Path(self.temporary_directory.name) / "sessions.sqlite3"
-        self.store = SQLiteSessionStore(database)
+        self.store = SQLiteSessionStore(self.database)
 
     def tearDown(self) -> None:
         self.temporary_directory.cleanup()
@@ -21,6 +26,8 @@ class SQLiteSessionStoreTests(unittest.TestCase):
         self.assertEqual(loaded.id, created.id)
         self.assertEqual(loaded.provider, "ollama")
         self.assertEqual(loaded.model, "test-model")
+        self.assertEqual(loaded.title, "Neue Sitzung")
+        self.assertEqual(loaded.last_provider, "ollama")
         self.assertEqual(self.store.list_sessions()[0].id, created.id)
 
     def test_messages_keep_exchange_order(self) -> None:
@@ -53,6 +60,112 @@ class SQLiteSessionStoreTests(unittest.TestCase):
         self.assertEqual(self.store.get_messages(session.id), [])
         self.assertEqual(self.store.get_session(session.id).message_count, 0)
 
+    def test_first_exchange_sets_title_and_last_provider_atomically(self) -> None:
+        session = self.store.create_session("hybrid", "auto")
+
+        self.store.append_exchange(
+            session.id,
+            "Frage",
+            "Antwort",
+            title_if_first="Kurzer Titel",
+            last_provider="gemini",
+        )
+        self.store.append_exchange(
+            session.id,
+            "Noch eine Frage",
+            "Noch eine Antwort",
+            title_if_first="Darf Titel nicht ersetzen",
+            last_provider="ollama",
+        )
+
+        loaded = self.store.get_session(session.id)
+        self.assertEqual(loaded.title, "Kurzer Titel")
+        self.assertEqual(loaded.last_provider, "ollama")
+
+    def test_old_database_is_migrated_idempotently_without_data_loss(self) -> None:
+        database = Path(self.temporary_directory.name) / "legacy.sqlite3"
+        with sqlite3.connect(database) as connection:
+            connection.executescript(
+                """
+                CREATE TABLE sessions (
+                    id TEXT PRIMARY KEY,
+                    created_at TEXT NOT NULL,
+                    updated_at TEXT NOT NULL,
+                    provider TEXT NOT NULL,
+                    model TEXT NOT NULL
+                );
+                CREATE TABLE messages (
+                    id INTEGER PRIMARY KEY AUTOINCREMENT,
+                    session_id TEXT NOT NULL,
+                    position INTEGER NOT NULL,
+                    role TEXT NOT NULL,
+                    content TEXT NOT NULL,
+                    created_at TEXT NOT NULL,
+                    UNIQUE (session_id, position)
+                );
+                INSERT INTO sessions VALUES
+                    ('legacy', '2026-01-01', '2026-01-02', 'ollama', 'old-model');
+                INSERT INTO messages
+                    (session_id, position, role, content, created_at)
+                VALUES ('legacy', 0, 'user', 'Alte Nachricht', '2026-01-02');
+                """
+            )
+        connection.close()
+
+        migrated = SQLiteSessionStore(database)
+        migrated_again = SQLiteSessionStore(database)
+
+        session = migrated_again.get_session("legacy")
+        self.assertEqual(session.title, "Neue Sitzung")
+        self.assertEqual(session.last_provider, "ollama")
+        self.assertEqual(
+            [message.content for message in migrated.get_messages("legacy")],
+            ["Alte Nachricht"],
+        )
+
+    def test_rename_and_search_only_titles_and_user_messages(self) -> None:
+        first = self.store.create_session("ollama", "test-model")
+        second = self.store.create_session("ollama", "test-model")
+        self.store.rename_session(first.id, "SQLite Hilfe")
+        self.store.append_exchange(first.id, "Transaktion erklären", "Privates Lösungswort")
+        self.store.append_exchange(second.id, "Andere Frage", "Nur SQLite in Antwort")
+
+        self.assertEqual(self.store.get_session(first.id).title, "SQLite Hilfe")
+        self.assertEqual(
+            [session.id for session in self.store.search_sessions("Transaktion")],
+            [first.id],
+        )
+        self.assertEqual(self.store.search_sessions("Lösungswort"), [])
+        self.assertEqual(self.store.search_sessions("SQLite"), [self.store.get_session(first.id)])
+
+    def test_search_treats_sql_wildcards_and_injection_as_plain_text(self) -> None:
+        session = self.store.create_session("ollama", "test-model")
+        self.store.rename_session(session.id, "100% SQLite_Name")
+
+        self.assertEqual(self.store.search_sessions("%")[0].id, session.id)
+        self.assertEqual(self.store.search_sessions("_")[0].id, session.id)
+        self.assertEqual(self.store.search_sessions("' OR 1=1 --"), [])
+
+    def test_unique_and_ambiguous_session_prefixes(self) -> None:
+        with sqlite3.connect(self.database) as connection:
+            connection.executemany(
+                """
+                INSERT INTO sessions
+                    (id, created_at, updated_at, provider, model, title, last_provider)
+                VALUES (?, '2026-01-01', '2026-01-01', 'ollama', 'model', ?, 'ollama')
+                """,
+                (
+                    ("abc111", "Eins"),
+                    ("abc222", "Zwei"),
+                    ("unique333", "Drei"),
+                ),
+            )
+        connection.close()
+
+        self.assertEqual(self.store.resolve_unique_prefix("unique").id, "unique333")
+        with self.assertRaises(AmbiguousSessionReferenceError):
+            self.store.resolve_unique_prefix("abc")
+
 
 if __name__ == "__main__":
     unittest.main()

tests/unit/test_start_script.py

@@ -0,0 +1,48 @@
+import unittest
+from pathlib import Path
+
+
+class StartScriptTests(unittest.TestCase):
+    def test_script_is_local_overridable_and_avoids_system_changes(self) -> None:
+        repository_root = Path(__file__).resolve().parents[2]
+        script = (repository_root / "scripts" / "start-javis.ps1").read_text(encoding="utf-8")
+        normalized = script.lower()
+
+        self.assertIn("$psscriptroot", normalized)
+        self.assertIn("http://127.0.0.1:11434/api/version", normalized)
+        self.assertIn("-windowstyle hidden", normalized)
+        self.assertIn("javis_uv_path", normalized)
+        self.assertIn("javis_ollama_path", normalized)
+        self.assertIn("javis_data_dir", normalized)
+        self.assertIn("run javis chat", normalized)
+        self.assertNotIn("c:\\users\\", normalized)
+        for forbidden in (
+            "set-executionpolicy",
+            "setx ",
+            "new-service",
+            "schtasks",
+            "hkey_",
+        ):
+            self.assertNotIn(forbidden, normalized)
+
+    def test_gui_script_reuses_safe_starter_without_system_changes(self) -> None:
+        repository_root = Path(__file__).resolve().parents[2]
+        script = (repository_root / "scripts" / "start-javis-gui.ps1").read_text(encoding="utf-8")
+        normalized = script.lower()
+
+        self.assertIn("start-javis.ps1", normalized)
+        self.assertIn("javis_start_interface", normalized)
+        self.assertIn("'gui'", normalized)
+        self.assertNotIn("c:\\users\\", normalized)
+        for forbidden in (
+            "set-executionpolicy",
+            "setx ",
+            "new-service",
+            "schtasks",
+            "hkey_",
+        ):
+            self.assertNotIn(forbidden, normalized)
+
+
+if __name__ == "__main__":
+    unittest.main()

tests/unit/test_usage_store.py

@@ -0,0 +1,46 @@
+import tempfile
+import unittest
+from datetime import UTC, datetime
+from pathlib import Path
+
+from javis.memory.usage_store import ProviderEvent, SQLiteUsageStore
+
+
+class UsageStoreTests(unittest.TestCase):
+    def test_records_only_metadata_and_counts_daily_usage(self) -> None:
+        with tempfile.TemporaryDirectory() as directory:
+            database = Path(directory) / "usage.sqlite3"
+            store = SQLiteUsageStore(database)
+            store.record(
+                ProviderEvent(
+                    provider="gemini",
+                    model="gemini-test",
+                    success=False,
+                    error_category="quota",
+                    fallback=False,
+                    privacy_policy="allowed",
+                    input_tokens=12,
+                    output_tokens=None,
+                )
+            )
+            store.record(
+                ProviderEvent(
+                    provider="ollama",
+                    model="local-test",
+                    success=True,
+                    error_category=None,
+                    fallback=True,
+                    privacy_policy="allowed",
+                )
+            )
+
+            today = datetime.now(UTC).date()
+            self.assertEqual(store.cloud_requests_on(today), 1)
+            self.assertEqual(store.local_fallbacks_on(today), 1)
+            raw_database = database.read_bytes()
+            self.assertNotIn(b"prompt", raw_database)
+            self.assertNotIn(b"answer", raw_database)
+
+
+if __name__ == "__main__":
+    unittest.main()

uv.lock

@@ -1,21 +1,765 @@
 version = 1
 revision = 3
 requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.14'",
+    "python_full_version < '3.14'",
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.8.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5f/56/a8120250d128bed162cd73c76d45f6ef9991f3e068f62a8ee060afa3104a/annotated_types-0.8.0.tar.gz", hash = "sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7", size = 15893, upload-time = "2026-07-23T20:16:13.995Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/91/8acff4f5e50511b911bbccb72b8628a49c68ce14148cd9f6431094859a90/annotated_types-0.8.0-py3-none-any.whl", hash = "sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0", size = 13427, upload-time = "2026-07-23T20:16:12.938Z" },
+]
+
+[[package]]
+name = "anyio"
+version = "4.14.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload-time = "2026-07-12T20:29:07.082Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/35/f2287558c17e29fafc8ef3daf819bb9834061cfa43bff8014f7df7f63bdc/anyio-4.14.2-py3-none-any.whl", hash = "sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494", size = 125813, upload-time = "2026-07-12T20:29:05.763Z" },
+]
+
+[[package]]
+name = "backports-tarfile"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/86/72/cd9b395f25e290e633655a100af28cb253e4393396264a98bd5f5951d50f/backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991", size = 86406, upload-time = "2024-05-28T17:01:54.731Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b9/fa/123043af240e49752f1c4bd24da5053b6bd00cad78c2be53c0d1e8b975bc/backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34", size = 30181, upload-time = "2024-05-28T17:01:53.112Z" },
+]
+
+[[package]]
+name = "certifi"
+version = "2026.7.22"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" },
+]
+
+[[package]]
+name = "cffi"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser", marker = "implementation_name != 'PyPy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/57/5f/ff100cae70ebe9d8df1c01a00e510e45d9adb5c1fdda84791b199141de97/cffi-2.1.0.tar.gz", hash = "sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9", size = 531036, upload-time = "2026-07-06T21:34:30.382Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d3/67/85c89a59ba36a671e79638f44d466749f08179266a57e4f2ffdf92174072/cffi-2.1.0-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc", size = 183845, upload-time = "2026-07-06T21:32:26.32Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/dd/e3b0baa2d3d6a857ac72b7efbf18e32e487c9cdafcc13049ad765495b15e/cffi-2.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7", size = 184186, upload-time = "2026-07-06T21:32:28.025Z" },
+    { url = "https://files.pythonhosted.org/packages/65/68/9f3ef890cf3c6ab97bd531c5677f67613d302165d16f8142b2811782a614/cffi-2.1.0-cp311-cp311-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93", size = 211892, upload-time = "2026-07-06T21:32:29.565Z" },
+    { url = "https://files.pythonhosted.org/packages/22/d7/1a74539db16d8bfd839ff1515948948efbb162e574650fd3d846896eea95/cffi-2.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2", size = 218793, upload-time = "2026-07-06T21:32:30.951Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/d1/9a5b7169499e8e8d8e636de70b97ac7c9447104d2ff1a2cd94790cea5162/cffi-2.1.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c", size = 205737, upload-time = "2026-07-06T21:32:32.216Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/b0/e131a9c41f10607926278453d9596163594fe1c4ebc46efe3b5e5b34eb84/cffi-2.1.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f", size = 204909, upload-time = "2026-07-06T21:32:33.655Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/d2/4398416cd699b35167947c6e22aca52c47e69ad5695073c9f1f2c52e04aa/cffi-2.1.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565", size = 217883, upload-time = "2026-07-06T21:32:35.173Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/a5/d4fe77b589e5e82d43ebc809bf2e6474afe8e48e32ea050b9357645b6471/cffi-2.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c", size = 221251, upload-time = "2026-07-06T21:32:36.527Z" },
+    { url = "https://files.pythonhosted.org/packages/22/f0/a2fc43084c0433caf7f461bccc013e28f848d04ee1c5ed7fce71423cf4d9/cffi-2.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02", size = 214250, upload-time = "2026-07-06T21:32:37.852Z" },
+    { url = "https://files.pythonhosted.org/packages/04/8c/b925975448cf20634a9fbd5efceb807219db452653648d2897c0989cab2d/cffi-2.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e", size = 219441, upload-time = "2026-07-06T21:32:39.146Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/da/5c4918a2d61d86fa927d716cb3d8e4626ef8dc8f605a599d32f33897f59a/cffi-2.1.0-cp311-cp311-win32.whl", hash = "sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479", size = 174496, upload-time = "2026-07-06T21:32:40.467Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/c8/6c2de1d55cf35ef8b92885d5ef280790f0fb9634d87ea1cc315176aecd61/cffi-2.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458", size = 185113, upload-time = "2026-07-06T21:32:41.761Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/4e/e8d7cb5783f1841a3c8fb3a7735838d7484d08ec08c9f984b14cac1ac0e9/cffi-2.1.0-cp311-cp311-win_arm64.whl", hash = "sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d", size = 179927, upload-time = "2026-07-06T21:32:42.961Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/85/990925db5df586ec90beb97529c853497e7f85ba0234830447faf41c3057/cffi-2.1.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f", size = 184829, upload-time = "2026-07-06T21:32:44.324Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/92/e7bb136ad6b5352603732cf907ef862ca103f20f2031c1735a46300c20c9/cffi-2.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde", size = 184728, upload-time = "2026-07-06T21:32:45.683Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/c0/d1ec30ffb370f748f2fb54425972bfef9871e0132e82fb589c46b6676049/cffi-2.1.0-cp312-cp312-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d", size = 214815, upload-time = "2026-07-06T21:32:48.557Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/dc/5620cf930688be01f2d673804291de757a934c90b946dbdc3d84130c2ea4/cffi-2.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7", size = 222429, upload-time = "2026-07-06T21:32:49.848Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/a4/77b53abbf7a1e0beb9637edbef2a94d15f9c822f591e85d439ffd91519a6/cffi-2.1.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b", size = 210315, upload-time = "2026-07-06T21:32:51.221Z" },
+    { url = "https://files.pythonhosted.org/packages/58/0c/f528df19cc94b675087324d4760d9e6d5bfae97d6217aa4fac43de4f5fcc/cffi-2.1.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7", size = 208859, upload-time = "2026-07-06T21:32:52.512Z" },
+    { url = "https://files.pythonhosted.org/packages/62/f2/c9522a81c32132799a1972c39f5c5f8b4c8b9f00488a23feaa6c06f07741/cffi-2.1.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66", size = 221844, upload-time = "2026-07-06T21:32:53.704Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/28/bd53988b9833e8f8ad539d26f4c07a6b3f6bcb1e9e02e7ca038250b3428d/cffi-2.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe", size = 225287, upload-time = "2026-07-06T21:32:54.907Z" },
+    { url = "https://files.pythonhosted.org/packages/79/99/0d0fd37f055224085f42bbb2c022d002e17dde4a97972822327b07d84101/cffi-2.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b", size = 223681, upload-time = "2026-07-06T21:32:56.329Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/80/c138990aa2a70b1a269f6e06348729836d733d6f970867943f61d367f8cc/cffi-2.1.0-cp312-cp312-win32.whl", hash = "sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a", size = 175269, upload-time = "2026-07-06T21:32:57.777Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/eb/f636456ff21a83fc13c032b58cc5dde061691546ac79efa284b2989b7982/cffi-2.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384", size = 185881, upload-time = "2026-07-06T21:32:59.253Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/2c/400ea43e721727dca8a65c4521390e9196757caba4a45643acb2b63271b8/cffi-2.1.0-cp312-cp312-win_arm64.whl", hash = "sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6", size = 180088, upload-time = "2026-07-06T21:33:02.278Z" },
+    { url = "https://files.pythonhosted.org/packages/96/88/a996879e2eeccb815f6e3a5967b12a308257412acec882039d386bd2aa7b/cffi-2.1.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda", size = 194331, upload-time = "2026-07-06T21:33:03.697Z" },
+    { url = "https://files.pythonhosted.org/packages/58/85/7ae00d5c8dd6266f4e944c3db630f3c5c9a98b61d469c714d848b1d8138a/cffi-2.1.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b", size = 196966, upload-time = "2026-07-06T21:33:05.353Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/e9/45c3a76ad8d43ad9261f4c95436da61128d3ca545d72b9612c0ab5be0b1c/cffi-2.1.0-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a", size = 184795, upload-time = "2026-07-06T21:33:06.699Z" },
+    { url = "https://files.pythonhosted.org/packages/84/4c/82f132cb4418ee6d953d982b19191e87e2a6372c8a4ce36e50b69d6ade4a/cffi-2.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea", size = 184746, upload-time = "2026-07-06T21:33:08.071Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/1c/4ed5a0e5bdca6cbc275556de3328dd1b76fd0c11cc13c88fe66d1d8715f2/cffi-2.1.0-cp313-cp313-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db", size = 214747, upload-time = "2026-07-06T21:33:09.671Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/a6/e879bb68cc23a2bc9ba8f4b7d8019f0c2694bad2ab6c4a3701d429439f58/cffi-2.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f", size = 222392, upload-time = "2026-07-06T21:33:10.896Z" },
+    { url = "https://files.pythonhosted.org/packages/88/f6/01890cfd63c08f8eb96a8319b0443690197d240a8bd6346048cf7bde9190/cffi-2.1.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d", size = 210285, upload-time = "2026-07-06T21:33:12.251Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/cf/2b684132056f438567b61e19d690dd31cd0921ace051e0a458be6074369e/cffi-2.1.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0", size = 208801, upload-time = "2026-07-06T21:33:13.617Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/08/f2e7d62c460faae0926f2d6e423694aa409ced3bc1fe2927a0a6e5f05416/cffi-2.1.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224", size = 221808, upload-time = "2026-07-06T21:33:15.466Z" },
+    { url = "https://files.pythonhosted.org/packages/38/37/04f54b8e63a02f3d908332c9effbf8c366167c6f733ed8a3d4f79b7e2a1e/cffi-2.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c", size = 225241, upload-time = "2026-07-06T21:33:16.869Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/d6/c72eecca433cd3e681c65ed313ab4835d9d4a379704d0f628a6a05f51c2e/cffi-2.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a", size = 223588, upload-time = "2026-07-06T21:33:18.239Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/4b/e706f67279140f92939da3475ad610df18bfd52d50f14953a8e5fede71d5/cffi-2.1.0-cp313-cp313-win32.whl", hash = "sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2", size = 175248, upload-time = "2026-07-06T21:33:19.799Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/47/59eb7975cb0e4ef0afa764ea945b29a5bb4537a9f771cb7d6c8a5dd74c95/cffi-2.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512", size = 185717, upload-time = "2026-07-06T21:33:21.47Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/af/34fee85c48f8d94efc8597bc09470c9dd274c145f1c12e0fbc6ab6d38d74/cffi-2.1.0-cp313-cp313-win_arm64.whl", hash = "sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f", size = 180114, upload-time = "2026-07-06T21:33:22.515Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/f0/81478e482afa03f6d18dc8f2afb5edc45b3080853b634b5ed91961be0998/cffi-2.1.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a", size = 194142, upload-time = "2026-07-06T21:33:23.657Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/95/8de304305cd9204974b0ca051b86d307cafca13aa575a0ef1b44d92c0d8c/cffi-2.1.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3", size = 196819, upload-time = "2026-07-06T21:33:25.007Z" },
+    { url = "https://files.pythonhosted.org/packages/20/71/7c8372d30e42415602ed9f268f7cfd66f1b855fed881ecd168bcb45dbc0b/cffi-2.1.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d", size = 184965, upload-time = "2026-07-06T21:33:26.605Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/5c/584e626835f0375c928176c04137c96927165cb8733cdb3150ec04e5ee5e/cffi-2.1.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac", size = 184952, upload-time = "2026-07-06T21:33:27.823Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/d2/065fcae1c73979fac8e054462478d0ff8a29c40cdc2ed7ea5676a061df53/cffi-2.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6", size = 222353, upload-time = "2026-07-06T21:33:29.178Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/a5/e8bbb1ce5b3ac2f53ad6a10bde44318a5a8d99d4f4a000d44a6e39aeb3e4/cffi-2.1.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913", size = 210051, upload-time = "2026-07-06T21:33:30.534Z" },
+    { url = "https://files.pythonhosted.org/packages/28/ed/c127d3ac36e899c965e3361357c3befacd6578c03f40125183e41c3b219e/cffi-2.1.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d", size = 208630, upload-time = "2026-07-06T21:33:31.753Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/d7/97d3136f81db489ec8d1d67748c110d6c994268fd7528014aa9f2b085e4e/cffi-2.1.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5", size = 221593, upload-time = "2026-07-06T21:33:33.044Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/27/93195977168ee63aed233a1a0993a2178798654d1f4bddcdd321d6fd3b21/cffi-2.1.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce", size = 225146, upload-time = "2026-07-06T21:33:34.224Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/c1/6dbd291ee2ae5a50a034aa057207081f545923bbf15dad4511e985aafff5/cffi-2.1.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326", size = 223240, upload-time = "2026-07-06T21:33:35.57Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/6f/ade5ce9863a57992a6ea3d0d10d7e29b8749fc127204b3d493d667b2815f/cffi-2.1.0-cp314-cp314-win32.whl", hash = "sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd", size = 177723, upload-time = "2026-07-06T21:33:51.626Z" },
+    { url = "https://files.pythonhosted.org/packages/41/de/92b9eeed4ae4a21d6fd9b2a2c8505cbed573299902ea73981cc13f7ff62c/cffi-2.1.0-cp314-cp314-win_amd64.whl", hash = "sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb", size = 187937, upload-time = "2026-07-06T21:33:53.403Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/1a/cc6ae6c2913a03aab8898eee57963cf1035b8df5872ed8b9115fcc7e2be8/cffi-2.1.0-cp314-cp314-win_arm64.whl", hash = "sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804", size = 183001, upload-time = "2026-07-06T21:33:54.74Z" },
+    { url = "https://files.pythonhosted.org/packages/14/f0/134c00ce0779ec86dea2aa1aac69339c2741a8045072676763512363a2ea/cffi-2.1.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714", size = 188538, upload-time = "2026-07-06T21:33:36.792Z" },
+    { url = "https://files.pythonhosted.org/packages/50/d8/3b86aba791cb610d24e8a3e1b2cd529e71fa15096b04e4d4e360049d4a4c/cffi-2.1.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376", size = 188230, upload-time = "2026-07-06T21:33:38.011Z" },
+    { url = "https://files.pythonhosted.org/packages/14/d0/117dcd9209255ad8571fbc8c92ef32593a1d294dcec91ddc4e4db50606f2/cffi-2.1.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98", size = 223899, upload-time = "2026-07-06T21:33:39.514Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/3d/f20f8b886b254e3ad10e15cd4186d3aed49f3e6a35ab37aab9f8f25f7c03/cffi-2.1.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13", size = 211652, upload-time = "2026-07-06T21:33:40.851Z" },
+    { url = "https://files.pythonhosted.org/packages/28/3b/fad54de07260b93ddeef4b96d0131d57ea900675df1d410ae1deee52d7a6/cffi-2.1.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d", size = 210755, upload-time = "2026-07-06T21:33:42.183Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/82/3d5c705acb7abbba9bbd7d79b8e62e0f25b6120eb7ae6ac49f1b721722fe/cffi-2.1.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056", size = 223933, upload-time = "2026-07-06T21:33:43.603Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/d0/47e338384ab6b1004241002fa616301020cea4fc95f283506565d252f276/cffi-2.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4", size = 226749, upload-time = "2026-07-06T21:33:45.046Z" },
+    { url = "https://files.pythonhosted.org/packages/70/25/65bd5b58ea4bfdfc15cde02cb5365f89ef8ab8b2adfb8fe5c4bd4233382f/cffi-2.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94", size = 225703, upload-time = "2026-07-06T21:33:46.374Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/78/aa01ac599a8a4322533d45a1f9bc93b338276d2d59dabbe7c6d92a775c81/cffi-2.1.0-cp314-cp314t-win32.whl", hash = "sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76", size = 182857, upload-time = "2026-07-06T21:33:47.696Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/26/d00496b22de4d4228f32dde94ad996f350c8aad676d63bcca0743c8dea4d/cffi-2.1.0-cp314-cp314t-win_amd64.whl", hash = "sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5", size = 194065, upload-time = "2026-07-06T21:33:48.953Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/dd/0c7dbf815a579ff005008a2d815a55d6bb047c349eef536d9dc53d3f0a8d/cffi-2.1.0-cp314-cp314t-win_arm64.whl", hash = "sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8", size = 186404, upload-time = "2026-07-06T21:33:50.309Z" },
+    { url = "https://files.pythonhosted.org/packages/55/c7/8c8c50cb11c6750051daf12164098a9a6f027ac4356967fd4d800a07f242/cffi-2.1.0-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c", size = 194121, upload-time = "2026-07-06T21:33:56.109Z" },
+    { url = "https://files.pythonhosted.org/packages/99/e2/67680bf19a6b60d2bb7ff83baefa2a4c3d2d7dc0f3277034b802e1fc504c/cffi-2.1.0-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001", size = 196820, upload-time = "2026-07-06T21:33:57.288Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/da/4bbe583a3b3a5c8c60892124fe17f3fa3656523faf0d3484eae90f091853/cffi-2.1.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3", size = 184936, upload-time = "2026-07-06T21:33:58.765Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/4b/1f4c36ab273980d7aa75bb126ea4f8971f24a96108acad3a0a084028c57b/cffi-2.1.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc", size = 185045, upload-time = "2026-07-06T21:34:00.085Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/c3/ad299dc38f3583f8d916b299f028af418a9ec98bc695fcbebeae7420691c/cffi-2.1.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699", size = 222342, upload-time = "2026-07-06T21:34:01.814Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/d8/df4543cc087245044ed02ef3ad8e0a26619d0075ac7a77a12dc81177851b/cffi-2.1.0-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022", size = 210073, upload-time = "2026-07-06T21:34:03.255Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/0e/fac738d73728c6cea2a88a2883dca54892496cbba88a1dc1f2909cb8a6f5/cffi-2.1.0-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0", size = 208551, upload-time = "2026-07-06T21:34:04.433Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/3f/0b04a700dd64f465c93020253a793a82c9b4dff9961f48facd0df945d9b8/cffi-2.1.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1", size = 221649, upload-time = "2026-07-06T21:34:06.157Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/7c/b7379a5704c79eda57ce075869ba70a0368d1c850f803b3c0d078d39dcaf/cffi-2.1.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28", size = 225203, upload-time = "2026-07-06T21:34:07.489Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/02/d5e6c43ea85c41bda2a184a3418f195fe7cf602967a8d2b94e085b83deef/cffi-2.1.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629", size = 223263, upload-time = "2026-07-06T21:34:08.712Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/d8/772b8259bf75749adffb1c546828978381fb516f60cf701f6c83daf60c85/cffi-2.1.0-cp315-cp315-win32.whl", hash = "sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6", size = 177696, upload-time = "2026-07-06T21:34:26.355Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/dd/afa2191fc6d57fedd26e5844a2fe2fcc0bbfa00961bbaa5a41e4921e7cca/cffi-2.1.0-cp315-cp315-win_amd64.whl", hash = "sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853", size = 187914, upload-time = "2026-07-06T21:34:27.58Z" },
+    { url = "https://files.pythonhosted.org/packages/05/ef/6cd4f8c671517162379dc79cfae5aea9106bc38abb89628d5c16adf6a838/cffi-2.1.0-cp315-cp315-win_arm64.whl", hash = "sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda", size = 183004, upload-time = "2026-07-06T21:34:28.905Z" },
+    { url = "https://files.pythonhosted.org/packages/11/b6/12fc55092817a5faa26fb8c40c7f9d662e11a46ee248c137aafc42517d92/cffi-2.1.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc", size = 188378, upload-time = "2026-07-06T21:34:09.926Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/2e/cdac88979f295fde5daa69622c7d2111e56e7ceb94f211357fbe452339e4/cffi-2.1.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca", size = 188319, upload-time = "2026-07-06T21:34:11.101Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/27/1d0b408497e41a74795af122d7b603c418c5fed0171450f899afd04e594f/cffi-2.1.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d", size = 223904, upload-time = "2026-07-06T21:34:12.606Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/31/e115c985105dd7ffb32444505f18ceb874bb42d992af05d5dced7ecf1980/cffi-2.1.0-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8", size = 211554, upload-time = "2026-07-06T21:34:13.987Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/67/9e6e09409336d9e515c58367e7cfcf4f89df06ad25252675595a58eb59d5/cffi-2.1.0-cp315-cp315t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd", size = 210795, upload-time = "2026-07-06T21:34:15.972Z" },
+    { url = "https://files.pythonhosted.org/packages/19/e5/d3cc82a4a0be7902af279c04181ad038449c096734464a5ae1de3e1401bd/cffi-2.1.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f", size = 223843, upload-time = "2026-07-06T21:34:17.509Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/65/b434abc97ce7cecc2c640fde160507c0ecc7e21544b483ba3325d2e2ea17/cffi-2.1.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc", size = 226773, upload-time = "2026-07-06T21:34:19.05Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/9f/d4dc66ca651eb1145a133314cda721abf13cfac3d28c4a0402263ae6ad75/cffi-2.1.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9", size = 225719, upload-time = "2026-07-06T21:34:20.576Z" },
+    { url = "https://files.pythonhosted.org/packages/68/5a/e536c528bc8057496c360c0978559a2dc45653f89dd6151078aa7d8fca1a/cffi-2.1.0-cp315-cp315t-win32.whl", hash = "sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b", size = 182760, upload-time = "2026-07-06T21:34:22.059Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/0b/0ffe8b82d3875bced5fa1e7986a7a46b748262a40ab7f60b475eb9fb1bb3/cffi-2.1.0-cp315-cp315t-win_amd64.whl", hash = "sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5", size = 193769, upload-time = "2026-07-06T21:34:23.589Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/17/1073b53b68c9b5ca6914adf5f8bf55aacc2d3be102418c90700160ea8605/cffi-2.1.0-cp315-cp315t-win_arm64.whl", hash = "sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210", size = 186405, upload-time = "2026-07-06T21:34:24.857Z" },
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/bd/2a/23f34ec9d04624958e137efdc394888716353190e75f25dd22c7a2c7a8aa/charset_normalizer-3.4.9.tar.gz", hash = "sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b", size = 152439, upload-time = "2026-07-07T14:34:58.454Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0b/e3/85ec501f206fb049259288c1f3506e53876937fb00edb47009348e66756b/charset_normalizer-3.4.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5", size = 317075, upload-time = "2026-07-07T14:32:56.021Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/69/2a5385192e67175f7d8bd5ce4f57c24bc956439adeae5c13a99aa28a53d1/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2", size = 213837, upload-time = "2026-07-07T14:32:57.78Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/46/03ddc7da576d814fe0a36dd1f0fd3258e95404b4b2e3c026b7923d7e133f/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a", size = 235503, upload-time = "2026-07-07T14:32:59.205Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/6e/de0229a7ef40f6f9d28a837eebf4ec47bdca5dab4e900c84f22919af636a/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29", size = 229944, upload-time = "2026-07-07T14:33:00.803Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/34/49b9060e8418b14fb5cba9cf6bfb383111e2538a03a1fb18e66a95aeb3d5/charset_normalizer-3.4.9-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c", size = 221276, upload-time = "2026-07-07T14:33:02.199Z" },
+    { url = "https://files.pythonhosted.org/packages/44/95/80282cce0fae9c3061203d723ee87da996aed79679e65d8935050ee7ca1f/charset_normalizer-3.4.9-cp311-cp311-manylinux_2_31_armv7l.whl", hash = "sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b", size = 205260, upload-time = "2026-07-07T14:33:03.698Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/74/2f62c8821b969ea3bd67cc2e6976834f48ca5d12664d2559ebcd9bcfbed7/charset_normalizer-3.4.9-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db", size = 217786, upload-time = "2026-07-07T14:33:05.12Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/8d/feabb82cb49fcad14515b1d7d1ca4787b0da7fc723a212bf89bc9e0fac52/charset_normalizer-3.4.9-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993", size = 216798, upload-time = "2026-07-07T14:33:06.629Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/ff/c946d63bc3786d5b84d960b0f7ab7e25b828486a946b5aa997625bcaf6a6/charset_normalizer-3.4.9-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da", size = 206429, upload-time = "2026-07-07T14:33:08.006Z" },
+    { url = "https://files.pythonhosted.org/packages/af/ba/5e5007c370702f85d2ef75791fac7943ed41e080364a673b20142e430e3e/charset_normalizer-3.4.9-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3", size = 223066, upload-time = "2026-07-07T14:33:09.783Z" },
+    { url = "https://files.pythonhosted.org/packages/83/d5/9096aa3cf532dfad237861544eb47a0f20d5adbf1039760fed8eaae935d9/charset_normalizer-3.4.9-cp311-cp311-win32.whl", hash = "sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d", size = 150456, upload-time = "2026-07-07T14:33:11.217Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/a1/e29995109e455dc8eff8d0fac6ae509be39561318a7cfeac5d33ad029213/charset_normalizer-3.4.9-cp311-cp311-win_amd64.whl", hash = "sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1", size = 161410, upload-time = "2026-07-07T14:33:12.743Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/8d/1569f4d0032d6ba2a4fe4591c35bf87868c600c41a71eb5c2e1ffa8464c2/charset_normalizer-3.4.9-cp311-cp311-win_arm64.whl", hash = "sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec", size = 152649, upload-time = "2026-07-07T14:33:14.173Z" },
+    { url = "https://files.pythonhosted.org/packages/70/4a/ecbd131485c07fcdfad54e28946d513e3da22ef3b4bd854dcafae54ec739/charset_normalizer-3.4.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0", size = 319300, upload-time = "2026-07-07T14:33:15.666Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/96/5d9364e3342d69f3a045e1777bc47c85c383e6e9466d561b33fdb419d1f9/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9", size = 215802, upload-time = "2026-07-07T14:33:17.031Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/4c/5361f9aa7f2cb58d94f2ab831b3d493f69efb1d239654b4744e3c09527cb/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44", size = 237171, upload-time = "2026-07-07T14:33:18.576Z" },
+    { url = "https://files.pythonhosted.org/packages/50/78/ce342ca4ff30b2eb49fe6d9578df85974f90c67d294113e94efdd9664cbd/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9", size = 233075, upload-time = "2026-07-07T14:33:20.084Z" },
+    { url = "https://files.pythonhosted.org/packages/01/c4/4fa4c8b3097a11f3c5f09a35b72ed6855fb1d332469504962ab7bafcc702/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd", size = 224256, upload-time = "2026-07-07T14:33:21.747Z" },
+    { url = "https://files.pythonhosted.org/packages/87/3a/ad914516df7e358a81aae018caa5e0470ba827fa6d763b1d2e87d920a5f6/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84", size = 208784, upload-time = "2026-07-07T14:33:23.313Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/74/3c12f9755717dfe5c5c87da63f35d765fa0c00382ec26bf23f7fae34f2ba/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b", size = 219928, upload-time = "2026-07-07T14:33:24.814Z" },
+    { url = "https://files.pythonhosted.org/packages/33/9a/895095b83e7907abd6d3d99aad3a38ad0d9686cc186cb0c94c24320fe63e/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde", size = 218489, upload-time = "2026-07-07T14:33:26.42Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/34/ef5c05f412f42520d7709b7d3784d19640839eb7366ded1755511585429f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39", size = 210267, upload-time = "2026-07-07T14:33:27.952Z" },
+    { url = "https://files.pythonhosted.org/packages/83/dc/9b29fa4412b318bf3bfea985c35d67eb55e04b59a7c3f2237168b0e0be6f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62", size = 226030, upload-time = "2026-07-07T14:33:29.397Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/42/6dbc00b8cd16011691203e33570fa42ed5746599a2e878112d16eab403a3/charset_normalizer-3.4.9-cp312-cp312-win32.whl", hash = "sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642", size = 151185, upload-time = "2026-07-07T14:33:30.781Z" },
+    { url = "https://files.pythonhosted.org/packages/80/cc/f920afd1a23c58ccd53c1d36085a71893a4737ff5e66e0371efab6809850/charset_normalizer-3.4.9-cp312-cp312-win_amd64.whl", hash = "sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0", size = 162557, upload-time = "2026-07-07T14:33:32.176Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/e6/0386d43a261ff4e4b30c5857af7df877254b46bec7b9d1b74b6bf969a90b/charset_normalizer-3.4.9-cp312-cp312-win_arm64.whl", hash = "sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2", size = 152665, upload-time = "2026-07-07T14:33:33.711Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/06/97ec2aeae780b31d742b6352218b43841a6871e2564578ca522dce4a45c3/charset_normalizer-3.4.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614", size = 317688, upload-time = "2026-07-07T14:33:35.408Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/39/8ff066c672434225f8d25f8b739f992af250944392173dcc88362681c9bf/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698", size = 214982, upload-time = "2026-07-07T14:33:36.996Z" },
+    { url = "https://files.pythonhosted.org/packages/92/8f/3a47a3667c83c2df9483d91644c6c107de3bf8874aa1793da9d3012eb986/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b", size = 236460, upload-time = "2026-07-07T14:33:38.536Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/60/b22cdbee7e4013dab8b0d7647fc6181120fbbbc8f7025c226d15bd5a47fc/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9", size = 232003, upload-time = "2026-07-07T14:33:40.059Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/f8/72eb13dcabe7257035cea8aefd922caad2f110d252bf9f67c4c2ca763aee/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33", size = 223149, upload-time = "2026-07-07T14:33:41.631Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/3e/faee8f9de92b14ee1198e9163252bb15efee7301b31256a3b6d9ebfdd0dd/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63", size = 207901, upload-time = "2026-07-07T14:33:43.209Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/25/45f30093ae27dd7b92a793b61882a38685f993700113ca36e0c9c14965e1/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0", size = 219176, upload-time = "2026-07-07T14:33:44.725Z" },
+    { url = "https://files.pythonhosted.org/packages/48/18/c8f397329c35e32f6a837e488986f4ae03bd2abebc453b48714991630c2f/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe", size = 217356, upload-time = "2026-07-07T14:33:46.192Z" },
+    { url = "https://files.pythonhosted.org/packages/86/7e/5ce0bba863470fd1902d5e5843968951bddf38abe4742fc97116ef4598b3/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35", size = 209614, upload-time = "2026-07-07T14:33:47.705Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/ef/2473d3c4d869155be4af1191111d59c4d5c4e0173026f7e85b176e23bf65/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8", size = 224991, upload-time = "2026-07-07T14:33:49.238Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/a3/53ddae3db108a088156aa8ddfafd411ebbc1340f48c5573f697b27f69a39/charset_normalizer-3.4.9-cp313-cp313-win32.whl", hash = "sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9", size = 150622, upload-time = "2026-07-07T14:33:50.711Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/ef/6953a77c7cf2c2ff9998e6f575ab3e380119f100223381565a4f94c1f836/charset_normalizer-3.4.9-cp313-cp313-win_amd64.whl", hash = "sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115", size = 161947, upload-time = "2026-07-07T14:33:52.197Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/fb/d560d1d1555debbfe7849d9cac6145c1b537709d79576bf22557ed803b82/charset_normalizer-3.4.9-cp313-cp313-win_arm64.whl", hash = "sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012", size = 152594, upload-time = "2026-07-07T14:33:53.486Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/8d/496817fa0944239ecae662dd57ea765cfeaec6a735f9f025d4b7b72e7143/charset_normalizer-3.4.9-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380", size = 317253, upload-time = "2026-07-07T14:33:54.994Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/f9/ef4a69ea338ad3c0deceea0f5f7d2380ae8b52132b06d652cb0d2cd86706/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9", size = 215898, upload-time = "2026-07-07T14:33:56.334Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/e7/5ddfd76fc061eb52de219658a4aa431cbacadf0a0219c8854f00da50d289/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4", size = 236718, upload-time = "2026-07-07T14:33:57.9Z" },
+    { url = "https://files.pythonhosted.org/packages/49/ba/768fa3f36048d81c477a0ce61f813bc1454d80917ccfe550abd9f44f5e24/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a", size = 232519, upload-time = "2026-07-07T14:33:59.811Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/c4/b3e049d2aa3766180c78507110543d9d50894cc97f57de543f1be521dcdc/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046", size = 223143, upload-time = "2026-07-07T14:34:01.517Z" },
+    { url = "https://files.pythonhosted.org/packages/19/79/55c32d06d76ae4feafe053f061f3e3ab70bcf19f4007797ce8c3efda7830/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81", size = 206742, upload-time = "2026-07-07T14:34:03.04Z" },
+    { url = "https://files.pythonhosted.org/packages/10/e0/47c079dd82d217c807479cd59ffd30af56307ea31c108b75758970459ad3/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917", size = 219191, upload-time = "2026-07-07T14:34:04.657Z" },
+    { url = "https://files.pythonhosted.org/packages/42/ab/b9bc2e77d6b44a7e46ef62ec5cac1c9a6ba7b9135a5d560f002696ec9995/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41", size = 218328, upload-time = "2026-07-07T14:34:06.115Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/78/c9c71d599f5aa2d42bcdd35cbbd46d7f535351a57e40ff7d8e5a7e219401/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1", size = 207406, upload-time = "2026-07-07T14:34:07.554Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/39/c914445c321a845097ce4f6ac7de9a18228a77b766272125a1ce00d851eb/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf", size = 225157, upload-time = "2026-07-07T14:34:09.061Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/f2/c0d4b8508565a36bc5c624e88ed297f5b0b1095011034d7f5b83a69908b5/charset_normalizer-3.4.9-cp314-cp314-win32.whl", hash = "sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48", size = 151095, upload-time = "2026-07-07T14:34:10.901Z" },
+    { url = "https://files.pythonhosted.org/packages/49/fd/a1d26144398c67486422a72bf5812cda22cb4ccfcd95a290fb41ceb4b8e2/charset_normalizer-3.4.9-cp314-cp314-win_amd64.whl", hash = "sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b", size = 162796, upload-time = "2026-07-07T14:34:12.47Z" },
+    { url = "https://files.pythonhosted.org/packages/20/95/d75e82f8ce9fd323ebf059c16c9aadefb22a1ecde13b7840b35835e4886c/charset_normalizer-3.4.9-cp314-cp314-win_arm64.whl", hash = "sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519", size = 153334, upload-time = "2026-07-07T14:34:14.044Z" },
+    { url = "https://files.pythonhosted.org/packages/00/5e/17398df3a139985ba9d11ed072531986f408c8fca952835ef1ab1820c02b/charset_normalizer-3.4.9-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198", size = 338848, upload-time = "2026-07-07T14:34:15.688Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/91/7253a32e86b7e1d1239b1b36ba6dd0f021a21107ab33054b53119cc083b9/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32", size = 223022, upload-time = "2026-07-07T14:34:17.248Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/32/2e64bd2be10e89c61e57ebe6a93fd98ae88eb7ebe414b5121f22c96c69eb/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632", size = 241590, upload-time = "2026-07-07T14:34:18.813Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/ef/d96ec496cfea0c21db43b0ad03891308b02388d054cc902cf0e5a1ad6a88/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf", size = 239584, upload-time = "2026-07-07T14:34:20.52Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/ce/9af95f7876194bd7a14e3dfe4a4de2e0bff02666a3910d72beafd06cc297/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990", size = 230224, upload-time = "2026-07-07T14:34:22.189Z" },
+    { url = "https://files.pythonhosted.org/packages/52/94/af74dde74a3996bd959c350709bfe50e297823d70a8c1cbd54b838880863/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d", size = 212667, upload-time = "2026-07-07T14:34:23.857Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/f0/f1c4fe746c395922961b5916ed1d7d6e7d4c84851d19ed43cc89980ec953/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e", size = 227179, upload-time = "2026-07-07T14:34:25.586Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/56/6c745619ac397e8871e2bcd3cea1eec86b877488f33888b3aef5c3ed506e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c", size = 225372, upload-time = "2026-07-07T14:34:27.212Z" },
+    { url = "https://files.pythonhosted.org/packages/78/ad/98aae8630ac71f16711968e38a5acfecce41b778bf2f0312851020f565a8/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2", size = 215222, upload-time = "2026-07-07T14:34:28.774Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/40/9593d54209765207a7f11073c06494c1721e4ca4a0a426c597679bf7f91e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534", size = 231958, upload-time = "2026-07-07T14:34:30.345Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/27/693ee5e8a18191eb38647360c51cd505013e2bd3b366aa43fd5344c21e3c/charset_normalizer-3.4.9-cp314-cp314t-win32.whl", hash = "sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226", size = 155580, upload-time = "2026-07-07T14:34:31.884Z" },
+    { url = "https://files.pythonhosted.org/packages/80/3f/bd97d3d9c613013d07cb7733d299385b41df37f0471310f5a73dc359f0b8/charset_normalizer-3.4.9-cp314-cp314t-win_amd64.whl", hash = "sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177", size = 167620, upload-time = "2026-07-07T14:34:33.438Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/c6/eee9dca4439b1061f76373f06ea855678cc4a64c1c3c90b50e479edbb8eb/charset_normalizer-3.4.9-cp314-cp314t-win_arm64.whl", hash = "sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501", size = 158037, upload-time = "2026-07-07T14:34:35.018Z" },
+    { url = "https://files.pythonhosted.org/packages/98/2b/f97f1c193fb855c345d678f5077d6926034db0722df74c8f057020e05a25/charset_normalizer-3.4.9-py3-none-any.whl", hash = "sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5", size = 64538, upload-time = "2026-07-07T14:34:56.993Z" },
+]
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
+]
+
+[[package]]
+name = "cryptography"
+version = "49.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1f/99/d1c90d6041656cc6ee229dc99cd67fd0cd5aec3c5f7d72fffc27cc750054/cryptography-49.0.0.tar.gz", hash = "sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493", size = 854345, upload-time = "2026-06-12T20:02:30.512Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9b/22/adf66990e63584a68dfb50c24f48a125c07b1699899381c8151e63ed458c/cryptography-49.0.0-cp311-abi3-macosx_11_0_arm64.whl", hash = "sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db", size = 4032100, upload-time = "2026-06-12T20:02:32.143Z" },
+    { url = "https://files.pythonhosted.org/packages/09/41/3797cfaf69cae04a13ee78ebd83f0678d9c02b4779d21ce24445326f1a69/cryptography-49.0.0-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db", size = 4692978, upload-time = "2026-06-12T20:01:21.305Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/8b/43011f7ebe515a8aa20d61f290a326cd890c2e738e16e59eaff8d9c3a412/cryptography-49.0.0-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325", size = 4716422, upload-time = "2026-06-12T20:01:48.566Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/91/01ce7303a4579e6d3a6abef01bd322848e9ea7a219adcabc5048b9033571/cryptography-49.0.0-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2", size = 4700503, upload-time = "2026-06-12T20:02:47.091Z" },
+    { url = "https://files.pythonhosted.org/packages/62/99/a2c95cf8293f07491e9e27c20cc4dcd18176d944e674679adeb1d0173fd6/cryptography-49.0.0-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b", size = 5309779, upload-time = "2026-06-12T20:02:08.987Z" },
+    { url = "https://files.pythonhosted.org/packages/20/2c/0622f20ff02b2ef32558733443805dc82fd4c275be01b2d19d14676f3a1b/cryptography-49.0.0-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6", size = 4749683, upload-time = "2026-06-12T20:02:03.335Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/5b/c5246635d5fd3b64e0d45ae10e99fd32fe9676a79915ccfe5a61ba9af1a5/cryptography-49.0.0-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c", size = 4337874, upload-time = "2026-06-12T20:02:54.323Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/88/05563c7fe2e914e87d1a536d06fe83e66b4e1d95cb593e05aea375531da8/cryptography-49.0.0-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7", size = 4700283, upload-time = "2026-06-12T20:01:34.822Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/b6/d7696e4e890d6ae1469935164c9e5215c557671cb78d6e3f458ccceaa632/cryptography-49.0.0-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68", size = 5265844, upload-time = "2026-06-12T20:01:24.09Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/3c/f3ad17eecc1a57b0ba236dc01f90e783c51f4a2f35f64777cc4f47a184b2/cryptography-49.0.0-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9", size = 4749290, upload-time = "2026-06-12T20:01:30.848Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/01/339573cf1023163a400b0b5d16f6d507de413b9f60be6fd1b77feeaf6737/cryptography-49.0.0-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f", size = 4834612, upload-time = "2026-06-12T20:01:29.246Z" },
+    { url = "https://files.pythonhosted.org/packages/71/fd/577302e213a1be9468f92d1afef66fcf1ef83d516819d9992ca547f592bd/cryptography-49.0.0-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459", size = 4980804, upload-time = "2026-06-12T20:01:42.853Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/09/f42b1d190c5ba75f72062a387f8030d1d75f6ab035788f1d9c4b01de6525/cryptography-49.0.0-cp311-abi3-win_amd64.whl", hash = "sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e", size = 3810026, upload-time = "2026-06-12T20:02:39.262Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/9e/db72b3ae7fc9cfad53e630e56c6ae83b9b6ff0bf3718ffb8012d20b3aabf/cryptography-49.0.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7", size = 4013892, upload-time = "2026-06-12T20:02:10.735Z" },
+    { url = "https://files.pythonhosted.org/packages/86/12/c48a424f38db03027be9f7ed5c7dc5de9933dbee992865f98b13727a009d/cryptography-49.0.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d", size = 4678835, upload-time = "2026-06-12T20:02:48.743Z" },
+    { url = "https://files.pythonhosted.org/packages/68/28/8a3ad4653662c93fc44dc4e5d8fd374c25c42e07b34bbfbadf49cf57a5a8/cryptography-49.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa", size = 4697239, upload-time = "2026-06-12T20:02:56.03Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/b2/2193fc74f81aee4f9b62733133b73b5176718932ed8f2e4b03fa040480a6/cryptography-49.0.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb", size = 4685593, upload-time = "2026-06-12T20:02:50.666Z" },
+    { url = "https://files.pythonhosted.org/packages/47/f1/1d3eaa243bfc5de4a187b22aa8c048b3e4980bfbe830ac46e6bac2e66947/cryptography-49.0.0-cp314-cp314t-manylinux_2_28_ppc64le.whl", hash = "sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d", size = 5289961, upload-time = "2026-06-12T20:01:46.468Z" },
+    { url = "https://files.pythonhosted.org/packages/58/39/2d51306721330c486495853eda1c567880ff036de15a14c4b74f399934af/cryptography-49.0.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561", size = 4731145, upload-time = "2026-06-12T20:02:16.832Z" },
+    { url = "https://files.pythonhosted.org/packages/17/50/983e838c7fd0d87fd8c969bcdd328edaf5f756e38df5281637424c155873/cryptography-49.0.0-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122", size = 4321719, upload-time = "2026-06-12T20:02:52.611Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/f5/8f571d7e27c55bce9f76f026143bcb1e040a4233149ecca0bea5fa5dd5f7/cryptography-49.0.0-cp314-cp314t-manylinux_2_34_aarch64.whl", hash = "sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505", size = 4685209, upload-time = "2026-06-12T20:02:07.282Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/84/0e27016a6fc5a0886f797018b26aa42f40c09a82332bff77822a451deaaa/cryptography-49.0.0-cp314-cp314t-manylinux_2_34_ppc64le.whl", hash = "sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866", size = 5246285, upload-time = "2026-06-12T20:01:32.439Z" },
+    { url = "https://files.pythonhosted.org/packages/11/2d/5e1fb307cb5931881516b464c98774b3f2c36b5d4bb9a2830253cf553cad/cryptography-49.0.0-cp314-cp314t-manylinux_2_34_x86_64.whl", hash = "sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8", size = 4730441, upload-time = "2026-06-12T20:02:01.469Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/c0/bff5a02ee731d207d6a1ed51732549d8c53d2bc8da1d10ec6f2844201d68/cryptography-49.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3", size = 4815869, upload-time = "2026-06-12T20:01:36.574Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/26/814681d14248d95d73d5c3eea0c39a94eb8302df966f670a2c60de90974b/cryptography-49.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27", size = 4960948, upload-time = "2026-06-12T20:02:18.688Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/fe/93ecac273d3738939d023612ad12cca9a3740a5345d69fda04134c43fd96/cryptography-49.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61", size = 3799153, upload-time = "2026-06-12T20:01:39.059Z" },
+    { url = "https://files.pythonhosted.org/packages/19/2a/5bb823f5bedcf80718cea7fbc95ec5515cca3769633c4b01a32be7f30e7c/cryptography-49.0.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a", size = 4025947, upload-time = "2026-06-12T20:01:25.745Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/df/40577043ca124e17012f408ddddaeb213b856336ac82ddb3bc915f39e29f/cryptography-49.0.0-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4", size = 4692429, upload-time = "2026-06-12T20:01:53.628Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/99/2d13299eb3dd27b02dcfaafcc91d6b5cb3329f7cbd6d8f51921acd566c1a/cryptography-49.0.0-cp39-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18", size = 4700968, upload-time = "2026-06-12T20:02:45.383Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/4d/9c0cd02f95e2602dd5e563da149ee0830abef3537be8b34dc56281ebe27a/cryptography-49.0.0-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69", size = 4697758, upload-time = "2026-06-12T20:01:41.13Z" },
+    { url = "https://files.pythonhosted.org/packages/24/01/186c825898477d77e2324d5360fefe622ff1d8d1963ec0554e2cada8ec77/cryptography-49.0.0-cp39-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64", size = 5298863, upload-time = "2026-06-12T20:02:24.579Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/7b/62cbbab75d0659865bf0273790031544a0b16c8072d258f9428dcd8190dc/cryptography-49.0.0-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21", size = 4735983, upload-time = "2026-06-12T20:01:50.14Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/72/3e798c064bc39e471008075d0f9bc9daf77a80879c092e4a8e170c585ed4/cryptography-49.0.0-cp39-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9", size = 4334173, upload-time = "2026-06-12T20:01:44.743Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/ee/6fca21d1ac73e06f8bef71940abfd4d2f6472b4bca284d770f32bd4086f6/cryptography-49.0.0-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc", size = 4697298, upload-time = "2026-06-12T20:02:20.918Z" },
+    { url = "https://files.pythonhosted.org/packages/67/d0/a5fcd3515f0bae49a7b6d0413cc1bdccdcc1fc0047037a0d480642cdc5d6/cryptography-49.0.0-cp39-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8", size = 5254338, upload-time = "2026-06-12T20:02:22.737Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/84/84fe36f19caf857d61cb7fc9c63035a47ffabd84ea12d1d393148efa3615/cryptography-49.0.0-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36", size = 4735650, upload-time = "2026-06-12T20:02:41.389Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/a0/db537264e234f7273a73ec020873d6d6b39dfd8a53db78b550ca8320440e/cryptography-49.0.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e", size = 4834820, upload-time = "2026-06-12T20:01:51.847Z" },
+    { url = "https://files.pythonhosted.org/packages/93/77/8df9eb486495979bccecd1062e2eaf435250e84437040295b57d09048b0b/cryptography-49.0.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b", size = 4967968, upload-time = "2026-06-12T20:02:12.524Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/e6/f60198ea8d9dfa15fff9ed4ca02ce362f6eadd9ba757dcc50634c4257b63/cryptography-49.0.0-cp39-abi3-win_amd64.whl", hash = "sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001", size = 3785547, upload-time = "2026-06-12T20:02:26.847Z" },
+    { url = "https://files.pythonhosted.org/packages/63/d3/4a83af35d65e3fad632c926fad684c193ea4398569ccb0bbbc7fe8f5dc9a/cryptography-49.0.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b", size = 3993685, upload-time = "2026-06-12T20:02:14.883Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/a7/f9dac0ab7f80368c56993a7bf638ef9935f825c91902798481fac0898138/cryptography-49.0.0-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838", size = 4676239, upload-time = "2026-06-12T20:02:28.793Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/70/2ba3769dd0ae167e2f33dfa9592d45db6ff9a61d62ca1a5b3d1bdd09068f/cryptography-49.0.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5", size = 4715584, upload-time = "2026-06-12T20:01:27.495Z" },
+    { url = "https://files.pythonhosted.org/packages/94/64/2923570ac1c0bd3a737aa366ac3abbbbde273042308b8cde95e2364a6e6a/cryptography-49.0.0-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615", size = 4675885, upload-time = "2026-06-12T20:01:55.49Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/f8/614dc7e051418cfe53d55173c1e24c6b0085e89996fe90508c2fdf769aef/cryptography-49.0.0-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6", size = 4715449, upload-time = "2026-06-12T20:02:05.469Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/50/a9caea39ad19c431c1a3f8a31114df65b260cdfe67786b6c7e7c040c4c44/cryptography-49.0.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6", size = 3783731, upload-time = "2026-06-12T20:02:43.319Z" },
+]
+
+[[package]]
+name = "distro"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
+]
+
+[[package]]
+name = "google-auth"
+version = "2.56.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "pyasn1-modules" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c7/33/dbc946a407401b975f0719658f18e664ece2109f79ffd1ff3bf226c205f4/google_auth-2.56.2.tar.gz", hash = "sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051", size = 365820, upload-time = "2026-07-21T21:53:28.188Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/63/50636aae68c9bf17c891c7eb18b49baa9bd6b31d2a97b8de4813a9fc8d1c/google_auth-2.56.2-py3-none-any.whl", hash = "sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6", size = 258588, upload-time = "2026-07-21T21:53:26.399Z" },
+]
+
+[package.optional-dependencies]
+requests = [
+    { name = "requests" },
+]
+
+[[package]]
+name = "google-genai"
+version = "2.16.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "distro" },
+    { name = "google-auth", extra = ["requests"] },
+    { name = "httpx" },
+    { name = "pydantic" },
+    { name = "requests" },
+    { name = "sniffio" },
+    { name = "tenacity" },
+    { name = "typing-extensions" },
+    { name = "websockets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/81/e6/ff83088427072cc9d5d21036788cf0ed08cc4906e4a5810e469553a43185/google_genai-2.16.0.tar.gz", hash = "sha256:c4c2524926001b18073db927a5d75bb7c8be7b5fd13ab507d599f51fff2284c5", size = 647939, upload-time = "2026-07-30T14:34:37.366Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3b/c6/f111056110030b1a5fb949687d7f93c2b4e8996f6494ae32efb049482796/google_genai-2.16.0-py3-none-any.whl", hash = "sha256:f9eda6a7a3dd4491a0d2253c4bdd4536462d63838ed3f1b0e4fb9a0eb8f43331", size = 1050096, upload-time = "2026-07-30T14:34:35.578Z" },
+]
+
+[[package]]
+name = "h11"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" },
+]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
+]
+
+[[package]]
+name = "idna"
+version = "3.18"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
+]
+
+[[package]]
+name = "importlib-metadata"
+version = "9.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "zipp" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a9/01/15bb152d77b21318514a96f43af312635eb2500c96b55398d020c93d86ea/importlib_metadata-9.0.0.tar.gz", hash = "sha256:a4f57ab599e6a2e3016d7595cfd72eb4661a5106e787a95bcc90c7105b831efc", size = 56405, upload-time = "2026-03-20T06:42:56.999Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/3d/2d244233ac4f76e38533cfcb2991c9eb4c7bf688ae0a036d30725b8faafe/importlib_metadata-9.0.0-py3-none-any.whl", hash = "sha256:2d21d1cc5a017bd0559e36150c21c830ab1dc304dedd1b7ea85d20f45ef3edd7", size = 27789, upload-time = "2026-03-20T06:42:55.665Z" },
+]
+
+[[package]]
+name = "iniconfig"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
+]
+
+[[package]]
+name = "jaraco-classes"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "more-itertools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/c0/ed4a27bc5571b99e3cff68f8a9fa5b56ff7df1c2251cc715a652ddd26402/jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd", size = 11780, upload-time = "2024-03-31T07:27:36.643Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/66/b15ce62552d84bbfcec9a4873ab79d993a1dd4edb922cbfccae192bd5b5f/jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790", size = 6777, upload-time = "2024-03-31T07:27:34.792Z" },
+]
+
+[[package]]
+name = "jaraco-context"
+version = "6.1.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "backports-tarfile", marker = "python_full_version < '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/af/50/4763cd07e722bb6285316d390a164bc7e479db9d90daa769f22578f698b4/jaraco_context-6.1.2.tar.gz", hash = "sha256:f1a6c9d391e661cc5b8d39861ff077a7dc24dc23833ccee564b234b81c82dfe3", size = 16801, upload-time = "2026-03-20T22:13:33.922Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f2/58/bc8954bda5fcda97bd7c19be11b85f91973d67a706ed4a3aec33e7de22db/jaraco_context-6.1.2-py3-none-any.whl", hash = "sha256:bf8150b79a2d5d91ae48629d8b427a8f7ba0e1097dd6202a9059f29a36379535", size = 7871, upload-time = "2026-03-20T22:13:32.808Z" },
+]
+
+[[package]]
+name = "jaraco-functools"
+version = "4.6.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "more-itertools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6c/1f/c23395957d41ccf27c4e535c3d334c4051e5395b3752057ba4cbaec35c56/jaraco_functools-4.6.0.tar.gz", hash = "sha256:880c577ec9720b3a052d5bc611fb9f2269b3d87902ef42440df443b88e443280", size = 20837, upload-time = "2026-07-14T01:28:02.544Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/02/36/ecc85bc96c273dc8a11273ed4782272975e6338d4a3e9228621175edf0e3/jaraco_functools-4.6.0-py3-none-any.whl", hash = "sha256:99e3dc0060c5cbe8fcd1cdb36258e2a65ca40f1566b2033b12abb1bb44dd3c30", size = 11677, upload-time = "2026-07-14T01:28:01.59Z" },
+]
 
 [[package]]
 name = "javis-ai"
 version = "0.0.0"
 source = { editable = "." }
+dependencies = [
+    { name = "google-genai" },
+    { name = "keyring" },
+    { name = "pyside6" },
+]
 
 [package.dev-dependencies]
 dev = [
+    { name = "pytest" },
     { name = "ruff" },
 ]
 
 [package.metadata]
+requires-dist = [
+    { name = "google-genai", specifier = ">=2.6,<3" },
+    { name = "keyring", specifier = ">=25.7,<26" },
+    { name = "pyside6", specifier = ">=6.8,<7" },
+]
 
 [package.metadata.requires-dev]
-dev = [{ name = "ruff", specifier = ">=0.12,<1" }]
+dev = [
+    { name = "pytest", specifier = ">=8,<9" },
+    { name = "ruff", specifier = ">=0.12,<1" },
+]
+
+[[package]]
+name = "jeepney"
+version = "0.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7b/6f/357efd7602486741aa73ffc0617fb310a29b588ed0fd69c2399acbb85b0c/jeepney-0.9.0.tar.gz", hash = "sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732", size = 106758, upload-time = "2025-02-27T18:51:01.684Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b2/a3/e137168c9c44d18eff0376253da9f1e9234d0239e0ee230d2fee6cea8e55/jeepney-0.9.0-py3-none-any.whl", hash = "sha256:97e5714520c16fc0a45695e5365a2e11b81ea79bba796e26f9f1d178cb182683", size = 49010, upload-time = "2025-02-27T18:51:00.104Z" },
+]
+
+[[package]]
+name = "keyring"
+version = "25.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "importlib-metadata", marker = "python_full_version < '3.12'" },
+    { name = "jaraco-classes" },
+    { name = "jaraco-context" },
+    { name = "jaraco-functools" },
+    { name = "jeepney", marker = "sys_platform == 'linux'" },
+    { name = "pywin32-ctypes", marker = "sys_platform == 'win32'" },
+    { name = "secretstorage", marker = "sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/4b/674af6ef2f97d56f0ab5153bf0bfa28ccb6c3ed4d1babf4305449668807b/keyring-25.7.0.tar.gz", hash = "sha256:fe01bd85eb3f8fb3dd0405defdeac9a5b4f6f0439edbb3149577f244a2e8245b", size = 63516, upload-time = "2025-11-16T16:26:09.482Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/81/db/e655086b7f3a705df045bf0933bdd9c2f79bb3c97bfef1384598bb79a217/keyring-25.7.0-py3-none-any.whl", hash = "sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f", size = 39160, upload-time = "2025-11-16T16:26:08.402Z" },
+]
+
+[[package]]
+name = "more-itertools"
+version = "11.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/de/1d/f4da6f02cdffe04d6362210b807146a26044c88d839208aec273bb0d9184/more_itertools-11.1.0.tar.gz", hash = "sha256:48e8f4d9e7e5878571ecf6f2b4e57634f93cd474cc8cfbd2376f2d11b396e30d", size = 145772, upload-time = "2026-05-22T14:14:29.909Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e8/3d/1087453384dbde46a8c7f9356eead2c58be8a7bf156bca40243377c85715/more_itertools-11.1.0-py3-none-any.whl", hash = "sha256:4b65538ae22f6fed0ce4874efd317463a7489796a0939fa66824dd542125a192", size = 72226, upload-time = "2026-05-22T14:14:28.824Z" },
+]
+
+[[package]]
+name = "packaging"
+version = "26.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d7/f1/e7a6dd94a8d4a5626c03e4e99c87f241ba9e350cd9e6d75123f992427270/packaging-26.2.tar.gz", hash = "sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661", size = 228134, upload-time = "2026-04-24T20:15:23.917Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl", hash = "sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e", size = 100195, upload-time = "2026-04-24T20:15:22.081Z" },
+]
+
+[[package]]
+name = "pluggy"
+version = "1.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
+]
+
+[[package]]
+name = "pyasn1"
+version = "0.6.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a4/9a/23310166d960def5897e91fe20e5b724601b02a22e84ba1f94232c0b7f67/pyasn1-0.6.4.tar.gz", hash = "sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81", size = 151262, upload-time = "2026-07-09T01:12:33.988Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9a/3b/6163796d69c3977d1e4287bea4a6979161cbbdd170ebb430511e8e1999ce/pyasn1-0.6.4-py3-none-any.whl", hash = "sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b", size = 84410, upload-time = "2026-07-09T01:12:32.92Z" },
+]
+
+[[package]]
+name = "pyasn1-modules"
+version = "0.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyasn1" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e9/e6/78ebbb10a8c8e4b61a59249394a4a594c1a7af95593dc933a349c8d00964/pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6", size = 307892, upload-time = "2025-03-28T02:41:22.17Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/47/8d/d529b5d697919ba8c11ad626e835d4039be708a35b0d22de83a269a6682c/pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a", size = 181259, upload-time = "2025-03-28T02:41:19.028Z" },
+]
+
+[[package]]
+name = "pycparser"
+version = "3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1b/7d/92392ff7815c21062bea51aa7b87d45576f649f16458d78b7cf94b9ab2e6/pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29", size = 103492, upload-time = "2026-01-21T14:26:51.89Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0c/c3/44f3fbbfa403ea2a7c779186dc20772604442dde72947e7d01069cbe98e3/pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992", size = 48172, upload-time = "2026-01-21T14:26:50.693Z" },
+]
+
+[[package]]
+name = "pydantic"
+version = "2.13.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/18/a5/b60d21ac674192f8ab0ba4e9fd860690f9b4a6e51ca5df118733b487d8d6/pydantic-2.13.4.tar.gz", hash = "sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6", size = 844775, upload-time = "2026-05-06T13:43:05.343Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/7b/122376b1fd3c62c1ed9dc80c931ace4844b3c55407b6fb2d199377c9736f/pydantic-2.13.4-py3-none-any.whl", hash = "sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba", size = 472262, upload-time = "2026-05-06T13:43:02.641Z" },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.46.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9d/56/921726b776ace8d8f5db44c4ef961006580d91dc52b803c489fafd1aa249/pydantic_core-2.46.4.tar.gz", hash = "sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1", size = 471464, upload-time = "2026-05-06T13:37:06.98Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5c/fa/6d7708d2cfc1a832acb6aeb0cd16e801902df8a0f583bb3b4b527fde022e/pydantic_core-2.46.4-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594", size = 2111872, upload-time = "2026-05-06T13:40:27.596Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/6f/aa064a3e74b5745afbdf250594f38e7ead05e2d651bcb35994b9417a0d4d/pydantic_core-2.46.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c", size = 1948255, upload-time = "2026-05-06T13:39:12.574Z" },
+    { url = "https://files.pythonhosted.org/packages/43/3a/41114a9f7569b84b4d84e7a018c57c56347dac30c0d4a872946ec4e36c46/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826", size = 1972827, upload-time = "2026-05-06T13:38:19.841Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/25/1ab42e8048fe551934d9884e8d64daa7e990ad386f310a15981aeb6a5b08/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04", size = 2041051, upload-time = "2026-05-06T13:38:10.447Z" },
+    { url = "https://files.pythonhosted.org/packages/94/c2/1a934597ddf08da410385b3b7aae91956a5a76c635effef456074fad7e88/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e", size = 2221314, upload-time = "2026-05-06T13:40:13.089Z" },
+    { url = "https://files.pythonhosted.org/packages/02/6d/9e8ad178c9c4df27ad3c8f25d1fe2a7ab0d2ba0559fad4aee5d3d1f16771/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3", size = 2285146, upload-time = "2026-05-06T13:38:59.224Z" },
+    { url = "https://files.pythonhosted.org/packages/80/50/540cd3aeefc041beb111125c4bff779831a2111fc6b15a9138cda277d32c/pydantic_core-2.46.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4", size = 2089685, upload-time = "2026-05-06T13:38:17.762Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/a4/b440ad35f05f6a38f89fa0f149accb3f0e02be94ca5e15f3c449a61b4bc9/pydantic_core-2.46.4-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398", size = 2115420, upload-time = "2026-05-06T13:37:58.195Z" },
+    { url = "https://files.pythonhosted.org/packages/99/61/de4f55db8dfd57bfdfa9a12ec90fe1b57c4f41062f7ca86f08586b3e0ac0/pydantic_core-2.46.4-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3", size = 2165122, upload-time = "2026-05-06T13:37:01.167Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/52/7c529d7bdb2d1068bd52f51fe32572c8301f9a4febf1948f10639f1436f5/pydantic_core-2.46.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848", size = 2182573, upload-time = "2026-05-06T13:38:45.04Z" },
+    { url = "https://files.pythonhosted.org/packages/37/b3/7c40325848ba78247f2812dcf9c7274e38cd801820ca6dd9fe63bcfb0eb4/pydantic_core-2.46.4-cp311-cp311-musllinux_1_1_armv7l.whl", hash = "sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3", size = 2317139, upload-time = "2026-05-06T13:37:15.539Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/37/f913f81a657c865b75da6c0dbed79876073c2a43b5bd9edbe8da785e4d49/pydantic_core-2.46.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109", size = 2360433, upload-time = "2026-05-06T13:37:30.099Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/67/6acaa1be2567f9256b056d8477158cac7240813956ce86e49deae8e173b4/pydantic_core-2.46.4-cp311-cp311-win32.whl", hash = "sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda", size = 1985513, upload-time = "2026-05-06T13:38:15.669Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/e6/c505f83dfeda9a2e5c995cfd872949e4d05e12f7feb3dca72f633daefa94/pydantic_core-2.46.4-cp311-cp311-win_amd64.whl", hash = "sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33", size = 2071114, upload-time = "2026-05-06T13:40:35.416Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/da/7a263a96d965d9d0df5e8de8a475f33495451117035b09acb110288c381f/pydantic_core-2.46.4-cp311-cp311-win_arm64.whl", hash = "sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d", size = 2044298, upload-time = "2026-05-06T13:38:29.754Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/8c/af022f0af448d7747c5154288d46b5f2bc5f17366eaa0e23e9aa04d59f3b/pydantic_core-2.46.4-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2", size = 2106158, upload-time = "2026-05-06T13:38:57.215Z" },
+    { url = "https://files.pythonhosted.org/packages/19/95/6195171e385007300f0f5574592e467c568becce2d937a0b6804f218bc49/pydantic_core-2.46.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f", size = 1951724, upload-time = "2026-05-06T13:37:02.697Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/bc/f47d1ff9cbb1620e1b5b697eef06010035735f07820180e74178226b27b3/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7", size = 1975742, upload-time = "2026-05-06T13:37:09.448Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/11/9b9a5b0306345664a2da6410877af6e8082481b5884b3ddd78d47c6013ce/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7", size = 2052418, upload-time = "2026-05-06T13:37:38.234Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/b7/a65fec226f5d78fc39f4a13c4cc0c768c22b113438f60c14adc9d2865038/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712", size = 2232274, upload-time = "2026-05-06T13:38:27.753Z" },
+    { url = "https://files.pythonhosted.org/packages/68/f0/92039db98b907ef49269a8271f67db9cb78ae2fc68062ef7e4e77adb5f61/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4", size = 2309940, upload-time = "2026-05-06T13:38:05.353Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/97/2aab507d3d00ca626e8e57c1eac6a79e4e5fbcc63eb99733ff55d1717f65/pydantic_core-2.46.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce", size = 2094516, upload-time = "2026-05-06T13:39:10.577Z" },
+    { url = "https://files.pythonhosted.org/packages/22/37/a8aca44d40d737dde2bc05b3c6c07dff0de07ce6f82e9f3167aeaf4d5dea/pydantic_core-2.46.4-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987", size = 2136854, upload-time = "2026-05-06T13:40:22.59Z" },
+    { url = "https://files.pythonhosted.org/packages/24/99/fcef1b79238c06a8cbec70819ac722ba76e02bc8ada9b0fd66eba40da01b/pydantic_core-2.46.4-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b", size = 2180306, upload-time = "2026-05-06T13:40:10.666Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/6c/fc44000918855b42779d007ae63b0532794739027b2f417321cddbc44f6a/pydantic_core-2.46.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458", size = 2190044, upload-time = "2026-05-06T13:40:43.231Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/65/d9cadc9f1920d7a127ad2edba16c1db7916e59719285cd6c94600b0080ba/pydantic_core-2.46.4-cp312-cp312-musllinux_1_1_armv7l.whl", hash = "sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b", size = 2329133, upload-time = "2026-05-06T13:39:57.365Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/cf/c873d91679f3a30bcf5e7ac280ce5573483e72295307685120d0d5ad3416/pydantic_core-2.46.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c", size = 2374464, upload-time = "2026-05-06T13:38:06.976Z" },
+    { url = "https://files.pythonhosted.org/packages/47/bd/6f2fc8188f31bf10590f1e98e7b306336161fac930a8c514cd7bd828c7dc/pydantic_core-2.46.4-cp312-cp312-win32.whl", hash = "sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894", size = 1974823, upload-time = "2026-05-06T13:40:47.985Z" },
+    { url = "https://files.pythonhosted.org/packages/40/8c/985c1d41ea1107c2534abd9870e4ed5c8e7669b5c308297835c001e7a1c4/pydantic_core-2.46.4-cp312-cp312-win_amd64.whl", hash = "sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89", size = 2072919, upload-time = "2026-05-06T13:39:21.153Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/ba/f463d006e0c47373ca7ec5e1a261c59dc01ef4d62b2657af925fb0deee3a/pydantic_core-2.46.4-cp312-cp312-win_arm64.whl", hash = "sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a", size = 2027604, upload-time = "2026-05-06T13:39:03.753Z" },
+    { url = "https://files.pythonhosted.org/packages/51/a2/5d30b469c5267a17b39dec53208222f76a8d351dfac4af661888c5aee77d/pydantic_core-2.46.4-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008", size = 2106306, upload-time = "2026-05-06T13:37:48.029Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/81/4fa520eaffa8bd7d1525e644cd6d39e7d60b1592bc5b516693c7340b50f1/pydantic_core-2.46.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4", size = 1951906, upload-time = "2026-05-06T13:37:17.012Z" },
+    { url = "https://files.pythonhosted.org/packages/03/d5/fd02da45b659668b05923b17ba3a0100a0a3d5541e3bd8fcc4ecb711309e/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76", size = 1976802, upload-time = "2026-05-06T13:37:35.113Z" },
+    { url = "https://files.pythonhosted.org/packages/21/f2/95727e1368be3d3ed485eaab7adbd7dda408f33f7a36e8b48e0144002b91/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3", size = 2052446, upload-time = "2026-05-06T13:37:12.313Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/86/5d99feea3f77c7234b8718075b23db11532773c1a0dbd9b9490215dc2eeb/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76", size = 2232757, upload-time = "2026-05-06T13:39:01.149Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/3a/508ac615935ef7588cf6d9e9b91309fdc2da751af865e02a9098de88258c/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4", size = 2309275, upload-time = "2026-05-06T13:37:41.406Z" },
+    { url = "https://files.pythonhosted.org/packages/07/f8/41db9de19d7987d6b04715a02b3b40aea467000275d9d758ffaa31af7d50/pydantic_core-2.46.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a", size = 2094467, upload-time = "2026-05-06T13:39:18.847Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/e2/f35033184cb11d0052daf4416e8e10a502ea2ac006fc4f459aee872727d1/pydantic_core-2.46.4-cp313-cp313-manylinux_2_31_riscv64.whl", hash = "sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262", size = 2134417, upload-time = "2026-05-06T13:40:17.944Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/7b/6ceeb1cc90e193862f444ebe373d8fdf613f0a82572dde03fb10734c6c71/pydantic_core-2.46.4-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e", size = 2179782, upload-time = "2026-05-06T13:40:32.618Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/f2/c8d7773ede6af08036423a00ae0ceffce266c3c52a096c435d68c896083f/pydantic_core-2.46.4-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd", size = 2188782, upload-time = "2026-05-06T13:36:51.018Z" },
+    { url = "https://files.pythonhosted.org/packages/59/31/0c864784e31f09f05cdd87606f08923b9c9e7f6e51dd27f20f62f975ce9f/pydantic_core-2.46.4-cp313-cp313-musllinux_1_1_armv7l.whl", hash = "sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be", size = 2328334, upload-time = "2026-05-06T13:40:37.764Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/eb/4f6c8a41efa30baa755590f4141abf3a8c370fab610915733e74134a7270/pydantic_core-2.46.4-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d", size = 2372986, upload-time = "2026-05-06T13:39:34.152Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/24/b375a480d53113860c299764bfe9f349a3dc9108b3adc0d7f0d786492ebf/pydantic_core-2.46.4-cp313-cp313-win32.whl", hash = "sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb", size = 1973693, upload-time = "2026-05-06T13:37:55.072Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/e8/cff247591966f2d22ec8c003cd7587e27b7ba7b81ab2fb888e3ab75dc285/pydantic_core-2.46.4-cp313-cp313-win_amd64.whl", hash = "sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292", size = 2071819, upload-time = "2026-05-06T13:38:49.139Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/1a/f4aee670d5670e9e148e0c82c7db98d780be566c6e6a97ee8035528ca0b3/pydantic_core-2.46.4-cp313-cp313-win_arm64.whl", hash = "sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d", size = 2027411, upload-time = "2026-05-06T13:40:45.796Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/74/228a26ddad29c6672b805d9fd78e8d251cd04004fa7eed0e622096cd0250/pydantic_core-2.46.4-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb", size = 2102079, upload-time = "2026-05-06T13:38:41.019Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/1f/8970b150a4b4365623ae00fc88603491f763c627311ae8031e3111356d6e/pydantic_core-2.46.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462", size = 1952179, upload-time = "2026-05-06T13:36:59.812Z" },
+    { url = "https://files.pythonhosted.org/packages/95/30/5211a831ae054928054b2f79731661087a2bc5c01e825c672b3a4a8f1b3e/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9", size = 1978926, upload-time = "2026-05-06T13:37:39.933Z" },
+    { url = "https://files.pythonhosted.org/packages/57/e9/689668733b1eb67adeef047db3c2e8788fcf65a7fd9c9e2b46b7744fe245/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4", size = 2046785, upload-time = "2026-05-06T13:38:01.995Z" },
+    { url = "https://files.pythonhosted.org/packages/60/d9/6715260422ff50a2109878fd24d948a6c3446bb2664f34ee78cd972b3acd/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914", size = 2228733, upload-time = "2026-05-06T13:40:50.371Z" },
+    { url = "https://files.pythonhosted.org/packages/18/ae/fdb2f64316afca925640f8e70bb1a564b0ec2721c1389e25b8eb4bf9a299/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28", size = 2307534, upload-time = "2026-05-06T13:37:21.531Z" },
+    { url = "https://files.pythonhosted.org/packages/89/1d/8eff589b45bb8190a9d12c49cfad0f176a5cbd1534908a6b5125e2886239/pydantic_core-2.46.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b", size = 2099732, upload-time = "2026-05-06T13:39:31.942Z" },
+    { url = "https://files.pythonhosted.org/packages/06/d5/ee5a3366637fee41dee51a1fc91562dcf12ddbc68fda34e6b253da2324bb/pydantic_core-2.46.4-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c", size = 2129627, upload-time = "2026-05-06T13:37:25.033Z" },
+    { url = "https://files.pythonhosted.org/packages/94/33/2414be571d2c6a6c4d08be21f9292b6d3fdb08949a97b6dfe985017821db/pydantic_core-2.46.4-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb", size = 2179141, upload-time = "2026-05-06T13:37:14.046Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/79/7daa95be995be0eecc4cf75064cb33f9bbbfe3fe0158caf2f0d4a996a5c7/pydantic_core-2.46.4-cp314-cp314-musllinux_1_1_aarch64.whl", hash = "sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898", size = 2184325, upload-time = "2026-05-06T13:36:53.615Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/cb/d0a382f5c0de8a222dc61c65348e0ce831b1f68e0a018450d31c2cace3a5/pydantic_core-2.46.4-cp314-cp314-musllinux_1_1_armv7l.whl", hash = "sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e", size = 2323990, upload-time = "2026-05-06T13:40:29.971Z" },
+    { url = "https://files.pythonhosted.org/packages/05/db/d9ba624cc4a5aced1598e88c04fdbd8310c8a69b9d38b9a3d39ce3a61ed7/pydantic_core-2.46.4-cp314-cp314-musllinux_1_1_x86_64.whl", hash = "sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519", size = 2369978, upload-time = "2026-05-06T13:37:23.027Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/20/d15df15ba918c423461905802bfd2981c3af0bfa0e40d05e13edbfa48bc3/pydantic_core-2.46.4-cp314-cp314-win32.whl", hash = "sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4", size = 1966354, upload-time = "2026-05-06T13:38:03.499Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/b6/6b8de4c0a7d7ab3004c439c80c5c1e0a3e8d78bbae19379b01960383d9e5/pydantic_core-2.46.4-cp314-cp314-win_amd64.whl", hash = "sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac", size = 2072238, upload-time = "2026-05-06T13:39:40.807Z" },
+    { url = "https://files.pythonhosted.org/packages/32/36/51eb763beec1f4cf59b1db243a7dcc39cbb41230f050a09b9d69faaf0a48/pydantic_core-2.46.4-cp314-cp314-win_arm64.whl", hash = "sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a", size = 2018251, upload-time = "2026-05-06T13:37:26.72Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/91/855af51d625b23aa987116a19e231d2aaef9c4a415273ddc189b79a45fee/pydantic_core-2.46.4-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0", size = 2099593, upload-time = "2026-05-06T13:39:47.682Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/1b/8784a54c65edb5f49f0a14d6977cf1b209bba85a4c77445b255c2de58ab3/pydantic_core-2.46.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d", size = 1935226, upload-time = "2026-05-06T13:40:40.428Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/e7/1955d28d1afc56dd4b3ad7cc0cf39df1b9852964cf16e5d13912756d6d6b/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b", size = 1974605, upload-time = "2026-05-06T13:37:32.029Z" },
+    { url = "https://files.pythonhosted.org/packages/93/e2/3fedbf0ba7a22850e6e9fd78117f1c0f10f950182344d8a6c535d468fdd8/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000", size = 2030777, upload-time = "2026-05-06T13:38:55.239Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/61/46be275fcaaba0b4f5b9669dd852267ce1ff616592dccf7a7845588df091/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e", size = 2236641, upload-time = "2026-05-06T13:37:08.096Z" },
+    { url = "https://files.pythonhosted.org/packages/60/db/12e93e46a8bac9988be3c016860f83293daea8c716c029c9ace279036f2f/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd", size = 2286404, upload-time = "2026-05-06T13:40:20.221Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/4a/4d8b19008f38d31c53b8219cfedc2e3d5de5fe99d90076b7e767de29274f/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3", size = 2109219, upload-time = "2026-05-06T13:38:12.153Z" },
+    { url = "https://files.pythonhosted.org/packages/88/70/3cbc40978fefb7bb09c6708d40d4ad1a5d70fd7213c3d17f971de868ec1f/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7", size = 2110594, upload-time = "2026-05-06T13:40:02.971Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/20/b8d36736216e29491125531685b2f9e61aa5b4b2599893f8268551da3338/pydantic_core-2.46.4-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff", size = 2159542, upload-time = "2026-05-06T13:39:27.506Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/a2/367df868eb584dacf6bf82a389272406d7178e301c4ac82545ab98bc2dd9/pydantic_core-2.46.4-cp314-cp314t-musllinux_1_1_aarch64.whl", hash = "sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424", size = 2168146, upload-time = "2026-05-06T13:38:31.93Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/b8/4460f77f7e201893f649a29ab355dddd3beee8a97bcb1a320db414f9a06e/pydantic_core-2.46.4-cp314-cp314t-musllinux_1_1_armv7l.whl", hash = "sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6", size = 2306309, upload-time = "2026-05-06T13:37:44.717Z" },
+    { url = "https://files.pythonhosted.org/packages/64/c4/be2639293acd87dc8ddbcec41a73cee9b2ebf996fe6d892a1a74e88ad3f7/pydantic_core-2.46.4-cp314-cp314t-musllinux_1_1_x86_64.whl", hash = "sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565", size = 2369736, upload-time = "2026-05-06T13:37:05.645Z" },
+    { url = "https://files.pythonhosted.org/packages/30/a6/9f9f380dbb301f67023bf8f707aaa75daadf84f7152d95c410fd7e81d994/pydantic_core-2.46.4-cp314-cp314t-win32.whl", hash = "sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02", size = 1955575, upload-time = "2026-05-06T13:38:51.116Z" },
+    { url = "https://files.pythonhosted.org/packages/40/1f/f1eb9eb350e795d1af8586289746f5c5677d16043040d63710e22abc43c9/pydantic_core-2.46.4-cp314-cp314t-win_amd64.whl", hash = "sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5", size = 2051624, upload-time = "2026-05-06T13:38:21.672Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/d2/42dd53d0a85c27606f316d3aa5d2869c4e8470a5ed6dec30e4a1abe19192/pydantic_core-2.46.4-cp314-cp314t-win_arm64.whl", hash = "sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596", size = 2017325, upload-time = "2026-05-06T13:40:52.723Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/a4/73995fd4ebbb46ba0ee51e6fa049b8f02c40daebb762208feda8a6b7894d/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-macosx_10_12_x86_64.whl", hash = "sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c", size = 2111589, upload-time = "2026-05-06T13:37:10.817Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/7f/f37d3a5e8bfcc2e403f5c57a730f2d815693fb42119e8ea48b3789335af1/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-macosx_11_0_arm64.whl", hash = "sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b", size = 1944552, upload-time = "2026-05-06T13:36:56.717Z" },
+    { url = "https://files.pythonhosted.org/packages/15/3c/d7eb777b3ff43e8433a4efb39a17aa8fd98a4ee8561a24a67ef5db07b2d6/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b", size = 1982984, upload-time = "2026-05-06T13:39:06.207Z" },
+    { url = "https://files.pythonhosted.org/packages/63/87/70b9f40170a81afd55ca26c9b2acb25c20d64bcfbf888fafecb3ba077d4c/pydantic_core-2.46.4-graalpy311-graalpy242_311_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea", size = 2138417, upload-time = "2026-05-06T13:39:45.476Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/1d/8987ad40f65ae1432753072f214fb5c74fe47ffbd0698bb9cbbb585664f8/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl", hash = "sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7", size = 2095527, upload-time = "2026-05-06T13:39:52.283Z" },
+    { url = "https://files.pythonhosted.org/packages/64/d3/84c282a7eee1d3ac4c0377546ef5a1ea436ce26840d9ac3b7ed54a377507/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df", size = 1936024, upload-time = "2026-05-06T13:40:15.671Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/ca/eac61596cdeb4d7e174d3dc0bd8a6238f14f75f97a24e7b7db4c7e7340a0/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526", size = 1990696, upload-time = "2026-05-06T13:38:34.717Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/c3/7c8b240552251faf6b3a957db200fcfbbcec36763c050428b601e0c9b83b/pydantic_core-2.46.4-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0", size = 2147590, upload-time = "2026-05-06T13:39:29.883Z" },
+    { url = "https://files.pythonhosted.org/packages/11/cb/428de0385b6c8d44b716feba566abfacfbd23ee3c4439faa789a1456242f/pydantic_core-2.46.4-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0", size = 2112782, upload-time = "2026-05-06T13:37:04.016Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/b5/6a17bdadd0fc1f170adfd05a20d37c832f52b117b4d9131da1f41bb097ce/pydantic_core-2.46.4-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7", size = 1952146, upload-time = "2026-05-06T13:39:43.092Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/dc/03734d80e362cd43ef65428e9de77c730ce7f2f11c60d2b1e1b39f0fbf99/pydantic_core-2.46.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2", size = 2134492, upload-time = "2026-05-06T13:36:58.124Z" },
+    { url = "https://files.pythonhosted.org/packages/de/df/5e5ffc085ed07cc22d298134d3d911c63e91f6a0eb91fe646750a3209910/pydantic_core-2.46.4-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9", size = 2156604, upload-time = "2026-05-06T13:37:49.88Z" },
+    { url = "https://files.pythonhosted.org/packages/81/44/6e112a4253e56f5705467cbab7ab5e91ee7398ba3d56d358635958893d3e/pydantic_core-2.46.4-pp311-pypy311_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf", size = 2183828, upload-time = "2026-05-06T13:37:43.053Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/ad/5565071e937d8e752842ac241463944c9eb14c87e2d269f2658a5bd05e98/pydantic_core-2.46.4-pp311-pypy311_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30", size = 2310000, upload-time = "2026-05-06T13:37:56.694Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/c3/66883a5cec183e7fba4d024b4cbbe61851a63750ef606b0afecc46d1f2bf/pydantic_core-2.46.4-pp311-pypy311_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc", size = 2361286, upload-time = "2026-05-06T13:40:05.667Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/2d/69abac8f838090bbecd5df894befb2c2619e7996a98ddb949db9f3b93225/pydantic_core-2.46.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983", size = 2193071, upload-time = "2026-05-06T13:38:08.682Z" },
+]
+
+[[package]]
+name = "pygments"
+version = "2.20.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/b2/bc9c9196916376152d655522fdcebac55e66de6603a76a02bca1b6414f6c/pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f", size = 4955991, upload-time = "2026-03-29T13:29:33.898Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f4/7e/a72dd26f3b0f4f2bf1dd8923c85f7ceb43172af56d63c7383eb62b332364/pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176", size = 1231151, upload-time = "2026-03-29T13:29:30.038Z" },
+]
+
+[[package]]
+name = "pyside6"
+version = "6.11.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyside6-addons" },
+    { name = "pyside6-essentials" },
+    { name = "shiboken6" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/a6/27ba5947ed48918f7b74b7c43a1e280aac069e36f25adeb4c9adfac835c4/pyside6-6.11.1-cp310-abi3-macosx_13_0_universal2.whl", hash = "sha256:537682c3b7530817203e667c1f5a2f00486b37bf52c52eeab438544c7a0917f6", size = 571921, upload-time = "2026-05-13T09:47:36.402Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/de/af89d71410c83b10654d86ff9aff2a4f87c30163658f1cc145242e222526/pyside6-6.11.1-cp310-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:b1fc521ba2bb5109425ab8add06bddbdd524abcad06cfa012cc39a22a189feb2", size = 572102, upload-time = "2026-05-13T09:47:38.249Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/0e/d583bd3f7bf5046a4497b36f3902cfb64aa29554489a5a25c18e6b4ac0ac/pyside6-6.11.1-cp310-abi3-manylinux_2_39_aarch64.whl", hash = "sha256:75f0005c3eb95c07cfb65522ec50d0815ac007a96482c21dc3cb4b4c04895d84", size = 572098, upload-time = "2026-05-13T09:47:39.44Z" },
+    { url = "https://files.pythonhosted.org/packages/57/f2/d9d8ce1373dabb37e5919f63cd18446556079631d3f2eea3ada03c29f6b8/pyside6-6.11.1-cp310-abi3-win_amd64.whl", hash = "sha256:0968877ab1fb4ef3587a284da6fe05e8647ada56a6a3750b6395188e01f4aba6", size = 578377, upload-time = "2026-05-13T09:47:40.76Z" },
+    { url = "https://files.pythonhosted.org/packages/96/02/a6057d8bd2bdb1940820fff2d627fdf4013148c9c57adf69fa40d3452ac3/pyside6-6.11.1-cp310-abi3-win_arm64.whl", hash = "sha256:acee467cb5f256cc47ebb9d815a054c1d8416da380c191b247a76d164aa3f805", size = 561765, upload-time = "2026-05-13T09:47:41.9Z" },
+]
+
+[[package]]
+name = "pyside6-addons"
+version = "6.11.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyside6-essentials" },
+    { name = "shiboken6" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3f/6b/8bc94aff48b63f788f2d84e5467c12362d68906ba742c0942f46cb04c879/pyside6_addons-6.11.1-cp310-abi3-macosx_13_0_universal2.whl", hash = "sha256:54733c77f789bef5f03c6aff4ad3bec8b2eff021f0cfcbc53d5e6c250ded24f9", size = 331714589, upload-time = "2026-05-13T09:39:12.36Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/62/fb1428a523b2a4541e232aab50d9e789e6b4526f37fd9593452a7ea5b6b3/pyside6_addons-6.11.1-cp310-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:8e6c65fbd73a512d6f72cda8d8277444a85a34dc99dd1dae9c21d35b8671bb1f", size = 175063224, upload-time = "2026-05-13T09:39:34.185Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/9b/2ccd52f66db55c06de65d0501170a1935d04d64d0a230c0d892284a02ce3/pyside6_addons-6.11.1-cp310-abi3-manylinux_2_39_aarch64.whl", hash = "sha256:bf1c6c4e954e5eba3d2a7c661ad4b9689e8f09c7f4a16bdf29713371d11af993", size = 170553429, upload-time = "2026-05-13T09:39:54.424Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/bd/8adc4d350b3b363f3dfc8fccdcf5bfed25f7e36c2fff30c64e106f4f1572/pyside6_addons-6.11.1-cp310-abi3-win_amd64.whl", hash = "sha256:0d13c4dfd671b050a48e4f8d8ddc724b7248f9c0437e7fc47fdf316278572923", size = 168816308, upload-time = "2026-05-13T09:40:13.541Z" },
+    { url = "https://files.pythonhosted.org/packages/65/b7/9a840d97f0f0f04e372a87e205dd30ee285b4e3b021b188459a917c9dc76/pyside6_addons-6.11.1-cp310-abi3-win_arm64.whl", hash = "sha256:3494f480dee92f415be2f2d989c0b3f4755ac332b28045cbf4ba0f5c5a22ba37", size = 35759347, upload-time = "2026-05-13T09:40:21.199Z" },
+]
+
+[[package]]
+name = "pyside6-essentials"
+version = "6.11.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "shiboken6" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/da/10d9197e7370eb4fed8df5fc547b7548dec88e5c5949e2d450db4ae96feb/pyside6_essentials-6.11.1-cp310-abi3-macosx_13_0_universal2.whl", hash = "sha256:228de53c2bc26b07e5021fbe3614fc44ca08e4dab9999af08c2b389d2c239957", size = 110352945, upload-time = "2026-05-13T09:43:08.006Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/49/0e1237c4400bec7e335d2c4eeb49bc40d9fd88a9ac44ca9083ce1abdc308/pyside6_essentials-6.11.1-cp310-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:e3ef7027b41e4e55fadb56e3b3257dc8ee92154b639fe67fc4c8e05e9d976c60", size = 79908535, upload-time = "2026-05-13T09:43:24.836Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/c5/da4c5f23c6540ac5211a1f60177c8dee84b1bf40f2719479587ab8c60731/pyside6_essentials-6.11.1-cp310-abi3-manylinux_2_39_aarch64.whl", hash = "sha256:a039b6da68a3a4b9d243217b2b98d475eed3f617159ef6be925badab53c11b0d", size = 78960051, upload-time = "2026-05-13T09:43:35.423Z" },
+    { url = "https://files.pythonhosted.org/packages/64/0e/b663ecc96ca57b5c91b83b6615d6b174380b0faf30338125c26e053d6aa7/pyside6_essentials-6.11.1-cp310-abi3-win_amd64.whl", hash = "sha256:63311bd48e32c584599ab04b9ef7c324082374cd2c9fa533f978fb893bb47e40", size = 77549267, upload-time = "2026-05-13T09:43:44.92Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/12/eb6723faf5cb7fa581145da1c15f40d641b96e080f0491af2f1859fdeedb/pyside6_essentials-6.11.1-cp310-abi3-win_arm64.whl", hash = "sha256:11253ea52aabecefe9febddbbe78b43a824129e3af1cec98431028fba7fa954f", size = 57964512, upload-time = "2026-05-13T09:43:52.968Z" },
+]
+
+[[package]]
+name = "pytest"
+version = "8.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "iniconfig" },
+    { name = "packaging" },
+    { name = "pluggy" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/5c/00a0e072241553e1a7496d638deababa67c5058571567b92a7eaa258397c/pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01", size = 1519618, upload-time = "2025-09-04T14:34:22.711Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79", size = 365750, upload-time = "2025-09-04T14:34:20.226Z" },
+]
+
+[[package]]
+name = "pywin32-ctypes"
+version = "0.2.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/85/9f/01a1a99704853cb63f253eea009390c88e7131c67e66a0a02099a8c917cb/pywin32-ctypes-0.2.3.tar.gz", hash = "sha256:d162dc04946d704503b2edc4d55f3dba5c1d539ead017afa00142c38b9885755", size = 29471, upload-time = "2024-08-14T10:15:34.626Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/3d/8161f7711c017e01ac9f008dfddd9410dff3674334c233bde66e7ba65bbf/pywin32_ctypes-0.2.3-py3-none-any.whl", hash = "sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8", size = 30756, upload-time = "2024-08-14T10:15:33.187Z" },
+]
+
+[[package]]
+name = "requests"
+version = "2.34.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "charset-normalizer" },
+    { name = "idna" },
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ac/c3/e2a2b89f2d3e2179abd6d00ebd70bff6273f37fb3e0cc209f48b39d00cbf/requests-2.34.2.tar.gz", hash = "sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed", size = 142856, upload-time = "2026-05-14T19:25:27.735Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" },
+]
 
 [[package]]
 name = "ruff"
@@ -41,3 +785,184 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b2/a3/d5e4ef7a56be3f928ffb90b94c25ba7d3cb9c7fe0736aeaaedf361770712/ruff-0.16.0-py3-none-win_amd64.whl", hash = "sha256:429c117f022bf481fabd9d551e7a3952b24c65e6ef44337ea09d90bebef14472", size = 11923141, upload-time = "2026-07-23T19:11:26.409Z" },
     { url = "https://files.pythonhosted.org/packages/cb/9a/8415f2657cbe200f41a4531ccededf135505a92d4a012229121f885b26f9/ruff-0.16.0-py3-none-win_arm64.whl", hash = "sha256:14296fedcd2705c77ab8235439278bbb38f285cf7da5528b00b3e330c3d4872d", size = 11273407, upload-time = "2026-07-23T19:11:28.705Z" },
 ]
+
+[[package]]
+name = "secretstorage"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "jeepney" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1c/03/e834bcd866f2f8a49a85eaff47340affa3bfa391ee9912a952a1faa68c7b/secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be", size = 19884, upload-time = "2025-11-23T19:02:53.191Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137", size = 15554, upload-time = "2025-11-23T19:02:51.545Z" },
+]
+
+[[package]]
+name = "shiboken6"
+version = "6.11.1"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/17/f3/f2b63df0251e7cd3172ea28e32ede52739de9566bcefcd0178681538ac81/shiboken6-6.11.1-cp310-abi3-macosx_13_0_universal2.whl", hash = "sha256:1a16867f103ef1c662a5f09dfed03273a9f81688b174555162c58e83650a3f02", size = 476874, upload-time = "2026-05-13T09:47:01.091Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/9b/e0355d8897b5c150770f1d95718aad17d432fcc9c035c04f3f58427d4693/shiboken6-6.11.1-cp310-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:9a8bccfafc8805254cabcfa1edfaf55cd52889f4998c91ad0d9a4433fb1bcdbe", size = 272222, upload-time = "2026-05-13T09:47:02.653Z" },
+    { url = "https://files.pythonhosted.org/packages/57/d5/dd4f1defed400be03340f2ede34b61f846776650b4e7ed9ebaf4c71979a2/shiboken6-6.11.1-cp310-abi3-manylinux_2_39_aarch64.whl", hash = "sha256:1bd2f4314414df2d122d9f646e03b731bc6d6b5f77a5f53f99a4fe4e97d84e6f", size = 270350, upload-time = "2026-05-13T09:47:04.02Z" },
+    { url = "https://files.pythonhosted.org/packages/52/b5/3f6fb2ee65b534193fb4ef713dd619dc31dadff5d12c16979a7699ad58be/shiboken6-6.11.1-cp310-abi3-win_amd64.whl", hash = "sha256:c2c6863aa80ec18c0f82cea3417837b279cdc60024ac17123461dc9042577df7", size = 1223647, upload-time = "2026-05-13T09:47:05.924Z" },
+    { url = "https://files.pythonhosted.org/packages/98/d1/f15ca0e1666faae02c945f48e745ea35f8fcd8243b176109b4e2c4251f47/shiboken6-6.11.1-cp310-abi3-win_arm64.whl", hash = "sha256:7c8d9af17db4495d4fa5b1c393f218311c4855546b9dfa6a0bd21bcd66b55e9d", size = 1784170, upload-time = "2026-05-13T09:47:07.617Z" },
+]
+
+[[package]]
+name = "sniffio"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" },
+]
+
+[[package]]
+name = "tenacity"
+version = "9.1.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/c6/ee486fd809e357697ee8a44d3d69222b344920433d3b6666ccd9b374630c/tenacity-9.1.4.tar.gz", hash = "sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a", size = 49413, upload-time = "2026-02-07T10:45:33.841Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d7/c1/eb8f9debc45d3b7918a32ab756658a0904732f75e555402972246b0b8e71/tenacity-9.1.4-py3-none-any.whl", hash = "sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55", size = 28926, upload-time = "2026-02-07T10:45:32.24Z" },
+]
+
+[[package]]
+name = "typing-extensions"
+version = "4.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f6/cc/6253133b5bb138fc3306cebfbda2c520f545d36b5be2c7255cc528bb45d6/typing_extensions-4.16.0.tar.gz", hash = "sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5", size = 113555, upload-time = "2026-07-02T08:40:05.92Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/49/d3/b8441a820a491ddfc024b0b0cf0393375b75ea13866d9c66727e54c2fc80/typing_extensions-4.16.0-py3-none-any.whl", hash = "sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8", size = 45571, upload-time = "2026-07-02T08:40:04.659Z" },
+]
+
+[[package]]
+name = "typing-inspection"
+version = "0.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/55/e3/70399cb7dd41c10ac53367ae42139cf4b1ca5f36bb3dc6c9d33acdb43655/typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464", size = 75949, upload-time = "2025-10-01T02:14:41.687Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" },
+]
+
+[[package]]
+name = "urllib3"
+version = "2.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/53/0c/06f8b233b8fd13b9e5ee11424ef85419ba0d8ba0b3138bf360be2ff56953/urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c", size = 433602, upload-time = "2026-05-07T16:13:18.596Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/3e/5db95bcf282c52709639744ca2a8b149baccf648e39c8cc87553df9eae0c/urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897", size = 131087, upload-time = "2026-05-07T16:13:17.151Z" },
+]
+
+[[package]]
+name = "websockets"
+version = "16.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/f7/bc3a25c5ec26ce62ce487690becc2f3710bbc7b33338f005ad390db0b986/websockets-16.1.1.tar.gz", hash = "sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57", size = 182204, upload-time = "2026-07-17T22:51:05.858Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2b/03/47debfe28e9d6d354be5d777b67fd44c359b9eb299a5d103500bd7cc3e37/websockets-16.1.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c", size = 179566, upload-time = "2026-07-17T22:48:49.596Z" },
+    { url = "https://files.pythonhosted.org/packages/72/93/31efa1ed78c17e5cfc229fd449e3966e1b9cc15753204cd585cc8dd01f4a/websockets-16.1.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a", size = 177250, upload-time = "2026-07-17T22:48:50.942Z" },
+    { url = "https://files.pythonhosted.org/packages/01/4a/542378ab3972b0c1cf1df3df3eff9591cea0d30c58c3aa3c4ddbc244e787/websockets-16.1.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22", size = 177528, upload-time = "2026-07-17T22:48:52.59Z" },
+    { url = "https://files.pythonhosted.org/packages/33/d9/162321f63c7eed558e9e1798ed7a1e34a4f6dab51f35419e4ed7a4907979/websockets-16.1.1-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2", size = 186859, upload-time = "2026-07-17T22:48:53.915Z" },
+    { url = "https://files.pythonhosted.org/packages/de/09/87df740f7430ce564bd52402e9c9458d4d0459cc7d2ee29e530c8204851b/websockets-16.1.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01", size = 188095, upload-time = "2026-07-17T22:48:55.384Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/12/3d2703af7cc095f3c81904c92208cc1ae79affbc67376944b50ee9301f73/websockets-16.1.1-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0", size = 191385, upload-time = "2026-07-17T22:48:56.742Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/69/986aa0234a964a00f5149cfc46e136e96c8faad1c783474550f40d31aef4/websockets-16.1.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29", size = 188653, upload-time = "2026-07-17T22:48:58.134Z" },
+    { url = "https://files.pythonhosted.org/packages/35/6b/10f9d03e3970a69ba67bd3b46b87a929b586d0300fadbfe14f57c1f85490/websockets-16.1.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512", size = 187426, upload-time = "2026-07-17T22:48:59.515Z" },
+    { url = "https://files.pythonhosted.org/packages/56/db/bb3aad62bf63d8bb3f0634b2eabffcfb3677a34bd19492110ff6869cf703/websockets-16.1.1-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3", size = 184882, upload-time = "2026-07-17T22:49:00.916Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/4c/c09a2ea9bfbeccce52fdc383e5f28af4bc8843338aabac28c81489af6120/websockets-16.1.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57", size = 187584, upload-time = "2026-07-17T22:49:02.283Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/8b/31bb4eb4d9eaacf1fdd39d115772a8aeaedfc19b5dc262e57ffbc8a9d42c/websockets-16.1.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3", size = 186174, upload-time = "2026-07-17T22:49:03.973Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/e4/dc02d725610a1ad49e193ef91a548194d71bdc6cdf27da83067dd1f73995/websockets-16.1.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648", size = 187986, upload-time = "2026-07-17T22:49:05.553Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/73/30ed84c8bfd14c73d4af29d5ed9323c3073b48e0b7b23b67070f4e7fd59b/websockets-16.1.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d", size = 185565, upload-time = "2026-07-17T22:49:06.959Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/d3/4be8d4959f51e31b4f8fc0ece12b45bd3b6c0d15ea23b9990d9c11fc805f/websockets-16.1.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be", size = 186598, upload-time = "2026-07-17T22:49:08.293Z" },
+    { url = "https://files.pythonhosted.org/packages/26/fa/abb38597a52d84ed9cfacadc7a0c6f2db282c0ab23cdf72b58a666a21227/websockets-16.1.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81", size = 186834, upload-time = "2026-07-17T22:49:09.766Z" },
+    { url = "https://files.pythonhosted.org/packages/59/80/1119ad08a228b90c4eb77fbe48df7836731a605f5f881ba701ca826a4a65/websockets-16.1.1-cp311-cp311-win32.whl", hash = "sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57", size = 179940, upload-time = "2026-07-17T22:49:11.196Z" },
+    { url = "https://files.pythonhosted.org/packages/71/b2/e511c1c6f64a95c2f3fc54bffda0e14eaa7e9442be605c29270f7589b918/websockets-16.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a", size = 180239, upload-time = "2026-07-17T22:49:12.519Z" },
+    { url = "https://files.pythonhosted.org/packages/17/9d/681cda21c9eee743203a6cb79b9d3d05adad9aa60ec660c6c9bf4dd619ca/websockets-16.1.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00", size = 179600, upload-time = "2026-07-17T22:49:13.92Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/8d/6195a88b45e8d2a8f745fc2046e36f885a3c9763e6767d2c46229bf9510c/websockets-16.1.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b", size = 177272, upload-time = "2026-07-17T22:49:15.453Z" },
+    { url = "https://files.pythonhosted.org/packages/73/e3/fe2d498c64dea0095c9a9f9a351af4cd6eef31b618395582bc1f38ba45ff/websockets-16.1.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175", size = 177542, upload-time = "2026-07-17T22:49:16.875Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/ed/f1831681fce0e3242346e5458486003c5f124ed69e5e0b847fd029db4973/websockets-16.1.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1", size = 187137, upload-time = "2026-07-17T22:49:18.323Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/79/4ff9dcc1bb46f6b4c536936dde1fd60f9b564f3304307274db97f4c9496d/websockets-16.1.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15", size = 188374, upload-time = "2026-07-17T22:49:19.65Z" },
+    { url = "https://files.pythonhosted.org/packages/62/c3/5c49b6efb36cab733d23773f6de575e1dba65736ead17d5d2b2a1daef779/websockets-16.1.1-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa", size = 191155, upload-time = "2026-07-17T22:49:21.331Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/f6/56ccceda3a4838d18f1d40821480da4775397e8b1eecf4031e20c50e2e90/websockets-16.1.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab", size = 189011, upload-time = "2026-07-17T22:49:22.889Z" },
+    { url = "https://files.pythonhosted.org/packages/86/d6/ad5286241a2bce1107e2798d3bfbd62cf79aee167bdb654f8cb1e9dbf949/websockets-16.1.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847", size = 187766, upload-time = "2026-07-17T22:49:24.339Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/67/d65c970b7e347fdca69479beb7811c2060529956730a7a4e3ae7c66b0e31/websockets-16.1.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428", size = 185173, upload-time = "2026-07-17T22:49:25.743Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/5b/14af3cd4ee69d8ea9baca58f3dc3cfb1ba78332a347fd478cb096549d60e/websockets-16.1.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf", size = 187809, upload-time = "2026-07-17T22:49:27.147Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/11/be301710d70de97e3e7b3586e6d492c9c06d6a61bf1c2202c36cf0c75607/websockets-16.1.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751", size = 186412, upload-time = "2026-07-17T22:49:28.611Z" },
+    { url = "https://files.pythonhosted.org/packages/db/07/fe1435bf6fe738a3d3b54dbe0c18dabf12cba4d909ac8b58b539ce27c1f4/websockets-16.1.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f", size = 188290, upload-time = "2026-07-17T22:49:29.965Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/0a/81f394aff8efcbb01208c1ced77df0a3c7fcce584a88c7273663697946c2/websockets-16.1.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2", size = 185844, upload-time = "2026-07-17T22:49:31.447Z" },
+    { url = "https://files.pythonhosted.org/packages/39/5c/dd485b995473f415510251fe9bd708f2d24458f439fce958daf8d66dc7c6/websockets-16.1.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383", size = 186823, upload-time = "2026-07-17T22:49:33.104Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/0b/f78de76ff446f1e66af12b43c48a35f31744de93cfdec2f4ea67d5d7bbf1/websockets-16.1.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3", size = 187102, upload-time = "2026-07-17T22:49:34.616Z" },
+    { url = "https://files.pythonhosted.org/packages/37/a1/4cf892007778eaf84ad162bfc98046e0ed89b63ac55949e3236626b2a23f/websockets-16.1.1-cp312-cp312-win32.whl", hash = "sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747", size = 179943, upload-time = "2026-07-17T22:49:36.213Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/de/6abe251d28c3a3f217096575400b27750b18e0b1d2fff3a2a239960fea07/websockets-16.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7", size = 180243, upload-time = "2026-07-17T22:49:37.626Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/fd/6ec6c6d2850aea25b1b2aa9901a016980bb87d01e89b3eb00470b1b5d471/websockets-16.1.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1", size = 179587, upload-time = "2026-07-17T22:49:38.959Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/d8/1d299d2dd34087db39831a34cc645ef8a6f89d78efada6983093513cd81c/websockets-16.1.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df", size = 177272, upload-time = "2026-07-17T22:49:40.293Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/86/0a70d3ae2f0f2256bb41302d9804dbca65d4360281e7feb3e1f94102ac46/websockets-16.1.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac", size = 177530, upload-time = "2026-07-17T22:49:41.786Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/c2/c676c69444d9db448b3f0a55a98dcc534affce0bce961d9d2f0b8499b10a/websockets-16.1.1-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8", size = 187197, upload-time = "2026-07-17T22:49:43.658Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/13/88137fbaf726ebe29d62c1117fa11fa2bbb6209dc79d4ad738efbe36a2aa/websockets-16.1.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6", size = 188433, upload-time = "2026-07-17T22:49:45.147Z" },
+    { url = "https://files.pythonhosted.org/packages/01/6d/46c2f2ce6751cb26f39293e1ecbf8544cb01321397cd476c2756b98c216d/websockets-16.1.1-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854", size = 189868, upload-time = "2026-07-17T22:49:46.581Z" },
+    { url = "https://files.pythonhosted.org/packages/29/2b/170a9e8097636cfde4dc3c592b6e00b18a44a2f5407606d96ca542dd5838/websockets-16.1.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a", size = 189059, upload-time = "2026-07-17T22:49:47.972Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/48/f0d4ebc9ab4b473b8861b9e20fdb663d515d42f7befdf62cdb60fee7a1ec/websockets-16.1.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49", size = 187814, upload-time = "2026-07-17T22:49:49.344Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/ba/39a41d3ae8e72696a9492581900611c5a91e2b07563b0bcd2523adea9854/websockets-16.1.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785", size = 185229, upload-time = "2026-07-17T22:49:50.787Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/36/ac15b604f850d1907f0a85ed721cefe47cd45034b3620069b829746cccbe/websockets-16.1.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56", size = 187874, upload-time = "2026-07-17T22:49:52.228Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/f3/3fbd5d71d59299c3770faa5884d4f45070236ca5a35ab3a61830812c409a/websockets-16.1.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509", size = 186469, upload-time = "2026-07-17T22:49:53.776Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/fc/dd90349bba58af2a53ef2ddd9c32716c81eb6d59a0687939fff561860878/websockets-16.1.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1", size = 188347, upload-time = "2026-07-17T22:49:55.202Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/f3/f73ba86427682da59b78c11d77ba56d5b801c32e84afe79b274bbd6a9bb2/websockets-16.1.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead", size = 185903, upload-time = "2026-07-17T22:49:56.75Z" },
+    { url = "https://files.pythonhosted.org/packages/34/7c/f95eb20e80104173b3a0a092291f89ea4047ef6e608e0a57ca06eb14eecb/websockets-16.1.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e", size = 186855, upload-time = "2026-07-17T22:49:58.467Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/35/dd875b3e050ff232d60fa377707f890e369f74d134f1be32e8f68879747c/websockets-16.1.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87", size = 187140, upload-time = "2026-07-17T22:50:00.016Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/dc/5cbfcb41824502f6af93b8f3943a4d06c67c23c7d2e31eb18748c4a5b2a7/websockets-16.1.1-cp313-cp313-win32.whl", hash = "sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea", size = 179928, upload-time = "2026-07-17T22:50:01.685Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/c1/71e5deb5b7f8f226997ab64908c184ac3105c0155ce2d486f318e5dd08a8/websockets-16.1.1-cp313-cp313-win_amd64.whl", hash = "sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68", size = 180242, upload-time = "2026-07-17T22:50:03.117Z" },
+    { url = "https://files.pythonhosted.org/packages/73/a2/ba78a164eeea4620df4a4df4bd2ed6017438c4655cc0f36f2c0bc0432355/websockets-16.1.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8", size = 179635, upload-time = "2026-07-17T22:50:05.001Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/08/d26d7a7628cd4ac34cbbdb63ac80914ca842ed8e42938c40a53567806df3/websockets-16.1.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293", size = 177320, upload-time = "2026-07-17T22:50:06.427Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/45/ebec83e6269536aa5932533c67b0af5c781f3e73fdbcd68672dcf43f4f44/websockets-16.1.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051", size = 177544, upload-time = "2026-07-17T22:50:07.834Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/d5/abc614d2297f6c1c3e01e61260364457a47c25cc1cf6a879038902bc6aa8/websockets-16.1.1-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1", size = 187270, upload-time = "2026-07-17T22:50:09.275Z" },
+    { url = "https://files.pythonhosted.org/packages/52/71/4c99af3b87dff1b2927981f6876607d4acb45338c665242168d3982f7758/websockets-16.1.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7", size = 188509, upload-time = "2026-07-17T22:50:10.722Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/b4/5c8ca14b0df7eb84ed0524165c5359150210140817a3312aee57bf62a1cf/websockets-16.1.1-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31", size = 189882, upload-time = "2026-07-17T22:50:12.293Z" },
+    { url = "https://files.pythonhosted.org/packages/25/c1/bedfba9e70557129cb8083748d167bdcc01483dedf0f0df143676df05cbe/websockets-16.1.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0", size = 189114, upload-time = "2026-07-17T22:50:13.789Z" },
+    { url = "https://files.pythonhosted.org/packages/df/09/aa835b2787835aebd839114be5de51b797cb480b63ba42b26d34dfe147cb/websockets-16.1.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3", size = 187861, upload-time = "2026-07-17T22:50:15.179Z" },
+    { url = "https://files.pythonhosted.org/packages/20/26/f6408330694dbc9830857d9d23bc14ac4f6875127a480cfdda8d5ca21198/websockets-16.1.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562", size = 185286, upload-time = "2026-07-17T22:50:16.741Z" },
+    { url = "https://files.pythonhosted.org/packages/17/9a/e0675e70dd8a80762cf35bb18799d3f290a4890ffe6439bc51d222796083/websockets-16.1.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b", size = 187935, upload-time = "2026-07-17T22:50:18.213Z" },
+    { url = "https://files.pythonhosted.org/packages/33/c1/3234cfb86afde01b81e9bddcc6e534c440975d60a13991259e833069ab3e/websockets-16.1.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a", size = 186444, upload-time = "2026-07-17T22:50:19.67Z" },
+    { url = "https://files.pythonhosted.org/packages/89/87/9c15206e1d778923d8daa9657de07aa62ea815e13448319c98458c37b281/websockets-16.1.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c", size = 188409, upload-time = "2026-07-17T22:50:21.28Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/00/cf5de5c67676de2d3eef8b2a518f168f6796595447a5b7161ba0d012915c/websockets-16.1.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499", size = 185958, upload-time = "2026-07-17T22:50:22.719Z" },
+    { url = "https://files.pythonhosted.org/packages/62/c0/731b6ddede2e4136912ec4cff2cffbda35af73546be4762c3d7bd3bd79af/websockets-16.1.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985", size = 186911, upload-time = "2026-07-17T22:50:24.108Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/7f/39c634472c4469a24a7c09cecddffb08fac6d0e74f73881a94ee8a40a196/websockets-16.1.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9", size = 187204, upload-time = "2026-07-17T22:50:25.548Z" },
+    { url = "https://files.pythonhosted.org/packages/26/89/9667c256c256dafcc62d21328ce7a40067da857969b68ee9af375b0aaf72/websockets-16.1.1-cp314-cp314-win32.whl", hash = "sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328", size = 179603, upload-time = "2026-07-17T22:50:27.086Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/dd/1c099d6c0fc5deb6b46ccdbb6981fdb4b12c917869cb3952408409dc18db/websockets-16.1.1-cp314-cp314-win_amd64.whl", hash = "sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc", size = 179948, upload-time = "2026-07-17T22:50:28.521Z" },
+    { url = "https://files.pythonhosted.org/packages/35/25/9956b2d5e0529d5d23924f21bba1440d4c5c88a562e4f08550871ffa97a7/websockets-16.1.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573", size = 179963, upload-time = "2026-07-17T22:50:29.982Z" },
+    { url = "https://files.pythonhosted.org/packages/17/06/55ffc976c488b6aee9ea05761ff7c4e88e7c1fd82818c8ca7b556ad2f90c/websockets-16.1.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999", size = 177497, upload-time = "2026-07-17T22:50:31.396Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/e8/f7dac2e980bacc92bdc26cebae4ae4d50cae5380732c50980598fc0bbae4/websockets-16.1.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe", size = 177698, upload-time = "2026-07-17T22:50:32.829Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/39/26762f734113e22da2b942c3aca85798e0c0405d64c256549540ff31e5a1/websockets-16.1.1-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d", size = 187561, upload-time = "2026-07-17T22:50:34.24Z" },
+    { url = "https://files.pythonhosted.org/packages/11/94/c3f330851806b9b02138b774d593478323e73c99238681b4b93efe64e02d/websockets-16.1.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392", size = 188732, upload-time = "2026-07-17T22:50:36.088Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/f2/eb2c450f052de334ae33cf200ece6e87b0e14d186807074e4eb1cd2cdea2/websockets-16.1.1-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7", size = 190872, upload-time = "2026-07-17T22:50:38.008Z" },
+    { url = "https://files.pythonhosted.org/packages/70/31/2ac8cecf3a74f7fed9132129fc3d90b3998a1554570c11a69b2a8c20332d/websockets-16.1.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499", size = 189305, upload-time = "2026-07-17T22:50:39.53Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/cf/8ab19650d3c0d4562c92e70ab47c257c4aa5c6a713ed87fe63766b31fefc/websockets-16.1.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43", size = 188033, upload-time = "2026-07-17T22:50:40.912Z" },
+    { url = "https://files.pythonhosted.org/packages/66/d7/a49a38a6127a4acb134fb1912b215d900cc657605cff32445bf519f3acc4/websockets-16.1.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458", size = 185748, upload-time = "2026-07-17T22:50:42.559Z" },
+    { url = "https://files.pythonhosted.org/packages/95/3e/ad1fa40388c7f2e0bb2c7930d0090b6c5498594bd1cdaec18864df3d9e97/websockets-16.1.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62", size = 188285, upload-time = "2026-07-17T22:50:43.974Z" },
+    { url = "https://files.pythonhosted.org/packages/35/b8/d5db28ca264b9104f82196f92dc8843e35fd391f763d42e4ad358f5bc97e/websockets-16.1.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb", size = 186777, upload-time = "2026-07-17T22:50:45.474Z" },
+    { url = "https://files.pythonhosted.org/packages/42/9c/726cb39d0cc43ae848dce4aa2acb04eecc6738b1264ec6d700bf6bcfb9f8/websockets-16.1.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51", size = 188682, upload-time = "2026-07-17T22:50:46.973Z" },
+    { url = "https://files.pythonhosted.org/packages/be/c7/1168704de8c2dd483edabe4a22cbe4465dd8be8dd95561d214f9fe092871/websockets-16.1.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0", size = 186377, upload-time = "2026-07-17T22:50:48.413Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/40/f9ff2d630ffce4e7dfea0b2288e1caf9ebbf9ff8a9ec9396136ce8b94935/websockets-16.1.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217", size = 187148, upload-time = "2026-07-17T22:50:49.845Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/71/e177c8299f78d7cbe2d14df228643c10c70c0e86e108e092056bbcc16e46/websockets-16.1.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737", size = 187578, upload-time = "2026-07-17T22:50:51.619Z" },
+    { url = "https://files.pythonhosted.org/packages/49/b2/b6987faf330f5af5c787a2610124c2e8403d51724f9001ec4fff6311fe7a/websockets-16.1.1-cp314-cp314t-win32.whl", hash = "sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7", size = 179729, upload-time = "2026-07-17T22:50:53.269Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/6e/fbac6ed878dd362fbad7d415fa4f84d38e3e33fed8cde45c64e783acf826/websockets-16.1.1-cp314-cp314t-win_amd64.whl", hash = "sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231", size = 180072, upload-time = "2026-07-17T22:50:54.969Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/ed/71fea6e141590cafc40b14dc5943b0845606bee87bdb52a21b6a73eb4311/websockets-16.1.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869", size = 177185, upload-time = "2026-07-17T22:50:56.665Z" },
+    { url = "https://files.pythonhosted.org/packages/01/ec/00e7eeca200facf9266a83e4cbbf1bed0e67fba1d4d45031d3e5b3d81b5c/websockets-16.1.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9", size = 177459, upload-time = "2026-07-17T22:50:58.197Z" },
+    { url = "https://files.pythonhosted.org/packages/75/fd/5774c4b33f7c0d8f0c51809c8b3a93456c48e3543579262cfa64eb5f522e/websockets-16.1.1-pp311-pypy311_pp73-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e", size = 178294, upload-time = "2026-07-17T22:50:59.641Z" },
+    { url = "https://files.pythonhosted.org/packages/37/c3/48e2c03d2bd79bb45948841c592d24156312dd5f58cdf8f549febe652fb6/websockets-16.1.1-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d", size = 179190, upload-time = "2026-07-17T22:51:01.129Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/3f/73e511ecf2496ceac57dd4ed8388efe2bcf0769338a2dbf242c8366ae87e/websockets-16.1.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5", size = 180330, upload-time = "2026-07-17T22:51:02.603Z" },
+    { url = "https://files.pythonhosted.org/packages/be/4d/2d0d67834092e354d2b0498f014a41249a89556bc406cf86f3e1557bb463/websockets-16.1.1-py3-none-any.whl", hash = "sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3", size = 173814, upload-time = "2026-07-17T22:51:04.184Z" },
+]
+
+[[package]]
+name = "zipp"
+version = "4.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b9/d8/eab98a517c14134c0b2eb4e2387bc5f457334293ec5d2dd3857ec2966802/zipp-4.1.0.tar.gz", hash = "sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602", size = 26214, upload-time = "2026-05-18T20:08:57.967Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3a/13/547360d81e6d88d58492968ffda9f9542854f11310ee556fef14260cc886/zipp-4.1.0-py3-none-any.whl", hash = "sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f", size = 10238, upload-time = "2026-05-18T20:08:57.045Z" },
+]