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- Academy, Whistleblower, Incidents frontend pages with API proxies and types - Vendor compliance API proxy route - Go backend handlers and models for all new SDK modules - Investor pitch-deck app with interactive slides - Blog section with DSGVO, AI Act, NIS2, glossary articles - MkDocs documentation site - CI/CD pipelines (Woodpecker, GitHub Actions), security scanning config - Planning and implementation documentation Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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<nav class="md-nav" aria-label="1. Übersicht">
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Kernkomponenten
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3. Wichtige Dateien
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Shared Brain
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<span class="md-ellipsis">
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<a href="#4-datenbank-schema" class="md-nav__link">
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<span class="md-ellipsis">
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4. Datenbank-Schema
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</span>
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</a>
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<nav class="md-nav" aria-label="4. Datenbank-Schema">
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<a href="#tabellen" class="md-nav__link">
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<span class="md-ellipsis">
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Tabellen
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</span>
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</a>
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<li class="md-nav__item">
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<a href="#helper-funktionen" class="md-nav__link">
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<span class="md-ellipsis">
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Helper-Funktionen
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</ul>
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</nav>
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<a href="#5-integration-voice-service" class="md-nav__link">
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<span class="md-ellipsis">
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5. Integration Voice-Service
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#6-integration-bqas" class="md-nav__link">
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<span class="md-ellipsis">
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6. Integration BQAS
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#7-code-beispiele" class="md-nav__link">
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<span class="md-ellipsis">
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7. Code-Beispiele
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</span>
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</a>
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<nav class="md-nav" aria-label="7. Code-Beispiele">
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<ul class="md-nav__list">
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<a href="#session-erstellen" class="md-nav__link">
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<span class="md-ellipsis">
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Session erstellen
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#memory-speichern" class="md-nav__link">
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<span class="md-ellipsis">
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Memory speichern
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#nachricht-senden" class="md-nav__link">
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<span class="md-ellipsis">
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Nachricht senden
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</span>
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</a>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item">
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<a href="#8-tests-ausfuhren" class="md-nav__link">
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<span class="md-ellipsis">
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8. Tests ausführen
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#9-deployment-schritte" class="md-nav__link">
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<span class="md-ellipsis">
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9. Deployment-Schritte
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</span>
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</a>
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<nav class="md-nav" aria-label="9. Deployment-Schritte">
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<ul class="md-nav__list">
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<a href="#1-migration-ausfuhren" class="md-nav__link">
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<span class="md-ellipsis">
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1. Migration ausführen
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</span>
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</a>
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<li class="md-nav__item">
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<a href="#2-voice-service-aktualisieren" class="md-nav__link">
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<span class="md-ellipsis">
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2. Voice-Service aktualisieren
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</a>
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<a href="#3-verifizieren" class="md-nav__link">
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<span class="md-ellipsis">
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3. Verifizieren
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</span>
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<a href="#10-monitoring" class="md-nav__link">
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<span class="md-ellipsis">
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10. Monitoring
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</a>
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<nav class="md-nav" aria-label="10. Monitoring">
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<ul class="md-nav__list">
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<a href="#metriken" class="md-nav__link">
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<span class="md-ellipsis">
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Metriken
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</span>
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</a>
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<li class="md-nav__item">
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<a href="#health-check-endpunkte" class="md-nav__link">
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<span class="md-ellipsis">
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Health-Check-Endpunkte
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</span>
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</a>
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</li>
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</ul>
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</nav>
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<a href="#11-troubleshooting" class="md-nav__link">
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<span class="md-ellipsis">
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11. Troubleshooting
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</span>
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</a>
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<nav class="md-nav" aria-label="11. Troubleshooting">
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<ul class="md-nav__list">
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<a href="#problem-session-nicht-gefunden" class="md-nav__link">
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<span class="md-ellipsis">
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Problem: Session nicht gefunden
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#problem-message-bus-timeout" class="md-nav__link">
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<span class="md-ellipsis">
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Problem: Message Bus Timeout
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#problem-memory-nicht-gefunden" class="md-nav__link">
|
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<span class="md-ellipsis">
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Problem: Memory nicht gefunden
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item">
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<a href="#12-erweiterungen" class="md-nav__link">
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<span class="md-ellipsis">
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12. Erweiterungen
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</span>
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</a>
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<nav class="md-nav" aria-label="12. Erweiterungen">
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<ul class="md-nav__list">
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<a href="#neuen-agent-hinzufugen" class="md-nav__link">
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<span class="md-ellipsis">
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Neuen Agent hinzufügen
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#neuen-memory-typ-hinzufugen" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Neuen Memory-Typ hinzufügen
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item">
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<a href="#13-referenzen" class="md-nav__link">
|
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<span class="md-ellipsis">
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13. Referenzen
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item">
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<a href="../secrets-management/" class="md-nav__link">
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<span class="md-ellipsis">
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Secrets Management
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../devsecops/" class="md-nav__link">
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<span class="md-ellipsis">
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DevSecOps
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../sdk-protection/" class="md-nav__link">
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<span class="md-ellipsis">
|
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SDK Protection
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../environments/" class="md-nav__link">
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<span class="md-ellipsis">
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Environments
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../zeugnis-system/" class="md-nav__link">
|
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<span class="md-ellipsis">
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Zeugnis-System
|
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_4" >
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<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
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<span class="md-ellipsis">
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Services
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
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CI/CD Pipeline
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Session erstellen
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Memory speichern
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Nachricht senden
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Problem: Memory nicht gefunden
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Neuen Memory-Typ hinzufügen
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13. Referenzen
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<h1 id="multi-agent-architektur-entwicklerdokumentation">Multi-Agent Architektur - Entwicklerdokumentation<a class="headerlink" href="#multi-agent-architektur-entwicklerdokumentation" title="Permanent link">¶</a></h1>
|
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<p><strong>Status:</strong> Implementiert
|
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<strong>Modul:</strong> <code>/agent-core/</code></p>
|
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<hr />
|
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<h2 id="1-ubersicht">1. Übersicht<a class="headerlink" href="#1-ubersicht" title="Permanent link">¶</a></h2>
|
|
<p>Die Multi-Agent-Architektur erweitert Breakpilot um ein verteiltes Agent-System basierend auf Mission Control Konzepten.</p>
|
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<h3 id="kernkomponenten">Kernkomponenten<a class="headerlink" href="#kernkomponenten" title="Permanent link">¶</a></h3>
|
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<table>
|
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<thead>
|
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<tr>
|
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<th>Komponente</th>
|
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<th>Pfad</th>
|
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<th>Beschreibung</th>
|
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</tr>
|
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</thead>
|
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<tbody>
|
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<tr>
|
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<td>Session Management</td>
|
|
<td><code>/agent-core/sessions/</code></td>
|
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<td>Lifecycle & Recovery</td>
|
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</tr>
|
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<tr>
|
|
<td>Shared Brain</td>
|
|
<td><code>/agent-core/brain/</code></td>
|
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<td>Langzeit-Gedächtnis</td>
|
|
</tr>
|
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<tr>
|
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<td>Orchestrator</td>
|
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<td><code>/agent-core/orchestrator/</code></td>
|
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<td>Koordination</td>
|
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</tr>
|
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<tr>
|
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<td>SOUL Files</td>
|
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<td><code>/agent-core/soul/</code></td>
|
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<td>Agent-Persönlichkeiten</td>
|
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</tr>
|
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</tbody>
|
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</table>
|
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<hr />
|
|
<h2 id="2-agent-typen">2. Agent-Typen<a class="headerlink" href="#2-agent-typen" title="Permanent link">¶</a></h2>
|
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<table>
|
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<thead>
|
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<tr>
|
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<th>Agent</th>
|
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<th>Aufgabe</th>
|
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<th>SOUL-Datei</th>
|
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</tr>
|
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</thead>
|
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<tbody>
|
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<tr>
|
|
<td><strong>TutorAgent</strong></td>
|
|
<td>Lernbegleitung, Fragen beantworten</td>
|
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<td><code>tutor-agent.soul.md</code></td>
|
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</tr>
|
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<tr>
|
|
<td><strong>GraderAgent</strong></td>
|
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<td>Klausur-Korrektur, Bewertung</td>
|
|
<td><code>grader-agent.soul.md</code></td>
|
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</tr>
|
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<tr>
|
|
<td><strong>QualityJudge</strong></td>
|
|
<td>BQAS Qualitätsprüfung</td>
|
|
<td><code>quality-judge.soul.md</code></td>
|
|
</tr>
|
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<tr>
|
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<td><strong>AlertAgent</strong></td>
|
|
<td>Monitoring, Benachrichtigungen</td>
|
|
<td><code>alert-agent.soul.md</code></td>
|
|
</tr>
|
|
<tr>
|
|
<td><strong>Orchestrator</strong></td>
|
|
<td>Task-Koordination</td>
|
|
<td><code>orchestrator.soul.md</code></td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<hr />
|
|
<h2 id="3-wichtige-dateien">3. Wichtige Dateien<a class="headerlink" href="#3-wichtige-dateien" title="Permanent link">¶</a></h2>
|
|
<h3 id="session-management">Session Management<a class="headerlink" href="#session-management" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>agent-core/sessions/
|
|
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>├── session_manager.py # AgentSession, SessionManager, SessionState
|
|
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>├── heartbeat.py # HeartbeatMonitor, HeartbeatClient
|
|
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>└── checkpoint.py # CheckpointManager
|
|
</code></pre></div>
|
|
<h3 id="shared-brain">Shared Brain<a class="headerlink" href="#shared-brain" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>agent-core/brain/
|
|
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>├── memory_store.py # MemoryStore, Memory (mit TTL)
|
|
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>├── context_manager.py # ConversationContext, ContextManager
|
|
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a>└── knowledge_graph.py # KnowledgeGraph, Entity, Relationship
|
|
</code></pre></div>
|
|
<h3 id="orchestrator">Orchestrator<a class="headerlink" href="#orchestrator" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>agent-core/orchestrator/
|
|
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>├── message_bus.py # MessageBus, AgentMessage, MessagePriority
|
|
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>├── supervisor.py # AgentSupervisor, AgentInfo, AgentStatus
|
|
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a>└── task_router.py # TaskRouter, RoutingRule, RoutingResult
|
|
</code></pre></div>
|
|
<hr />
|
|
<h2 id="4-datenbank-schema">4. Datenbank-Schema<a class="headerlink" href="#4-datenbank-schema" title="Permanent link">¶</a></h2>
|
|
<p>Die Migration befindet sich in:
|
|
<code>/backend/migrations/add_agent_core_tables.sql</code></p>
|
|
<h3 id="tabellen">Tabellen<a class="headerlink" href="#tabellen" title="Permanent link">¶</a></h3>
|
|
<ol>
|
|
<li><strong>agent_sessions</strong> - Session-Daten mit Checkpoints</li>
|
|
<li><strong>agent_memory</strong> - Langzeit-Gedächtnis mit TTL</li>
|
|
<li><strong>agent_messages</strong> - Audit-Trail für Inter-Agent Kommunikation</li>
|
|
</ol>
|
|
<h3 id="helper-funktionen">Helper-Funktionen<a class="headerlink" href="#helper-funktionen" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="c1">-- Abgelaufene Memories bereinigen</span>
|
|
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="k">SELECT</span><span class="w"> </span><span class="n">cleanup_expired_agent_memory</span><span class="p">();</span>
|
|
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a>
|
|
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="c1">-- Inaktive Sessions bereinigen</span>
|
|
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="k">SELECT</span><span class="w"> </span><span class="n">cleanup_stale_agent_sessions</span><span class="p">(</span><span class="mi">48</span><span class="p">);</span><span class="w"> </span><span class="c1">-- 48 Stunden</span>
|
|
</code></pre></div>
|
|
<hr />
|
|
<h2 id="5-integration-voice-service">5. Integration Voice-Service<a class="headerlink" href="#5-integration-voice-service" title="Permanent link">¶</a></h2>
|
|
<p>Der <code>EnhancedTaskOrchestrator</code> erweitert den bestehenden <code>TaskOrchestrator</code>:</p>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="c1"># voice-service/services/enhanced_task_orchestrator.py</span>
|
|
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>
|
|
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="kn">from</span><span class="w"> </span><span class="nn">agent_core.sessions</span><span class="w"> </span><span class="kn">import</span> <span class="n">SessionManager</span>
|
|
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="kn">from</span><span class="w"> </span><span class="nn">agent_core.orchestrator</span><span class="w"> </span><span class="kn">import</span> <span class="n">MessageBus</span>
|
|
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a>
|
|
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="k">class</span><span class="w"> </span><span class="nc">EnhancedTaskOrchestrator</span><span class="p">(</span><span class="n">TaskOrchestrator</span><span class="p">):</span>
|
|
<a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a> <span class="c1"># Nutzt Session-Checkpoints für Recovery</span>
|
|
<a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a> <span class="c1"># Routet komplexe Tasks an spezialisierte Agents</span>
|
|
<a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a> <span class="c1"># Führt Quality-Checks via BQAS durch</span>
|
|
</code></pre></div>
|
|
<p><strong>Wichtig:</strong> Der Enhanced Orchestrator ist abwärtskompatibel und kann parallel zum Original verwendet werden.</p>
|
|
<hr />
|
|
<h2 id="6-integration-bqas">6. Integration BQAS<a class="headerlink" href="#6-integration-bqas" title="Permanent link">¶</a></h2>
|
|
<p>Der <code>QualityJudgeAgent</code> integriert BQAS mit dem Multi-Agent-System:</p>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="c1"># voice-service/bqas/quality_judge_agent.py</span>
|
|
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>
|
|
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="kn">from</span><span class="w"> </span><span class="nn">bqas.judge</span><span class="w"> </span><span class="kn">import</span> <span class="n">LLMJudge</span>
|
|
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="kn">from</span><span class="w"> </span><span class="nn">agent_core.orchestrator</span><span class="w"> </span><span class="kn">import</span> <span class="n">MessageBus</span>
|
|
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a>
|
|
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a><span class="k">class</span><span class="w"> </span><span class="nc">QualityJudgeAgent</span><span class="p">:</span>
|
|
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a> <span class="c1"># Wertet Responses in Echtzeit aus</span>
|
|
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a> <span class="c1"># Nutzt Memory für konsistente Bewertungen</span>
|
|
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a> <span class="c1"># Empfängt Evaluierungs-Requests via Message Bus</span>
|
|
</code></pre></div>
|
|
<hr />
|
|
<h2 id="7-code-beispiele">7. Code-Beispiele<a class="headerlink" href="#7-code-beispiele" title="Permanent link">¶</a></h2>
|
|
<h3 id="session-erstellen">Session erstellen<a class="headerlink" href="#session-erstellen" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">agent_core.sessions</span><span class="w"> </span><span class="kn">import</span> <span class="n">SessionManager</span>
|
|
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>
|
|
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="n">manager</span> <span class="o">=</span> <span class="n">SessionManager</span><span class="p">(</span><span class="n">redis_client</span><span class="o">=</span><span class="n">redis</span><span class="p">,</span> <span class="n">db_pool</span><span class="o">=</span><span class="n">pool</span><span class="p">)</span>
|
|
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="n">session</span> <span class="o">=</span> <span class="k">await</span> <span class="n">manager</span><span class="o">.</span><span class="n">create_session</span><span class="p">(</span>
|
|
<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a> <span class="n">agent_type</span><span class="o">=</span><span class="s2">"tutor-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a> <span class="n">user_id</span><span class="o">=</span><span class="s2">"user-123"</span>
|
|
<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h3 id="memory-speichern">Memory speichern<a class="headerlink" href="#memory-speichern" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">agent_core.brain</span><span class="w"> </span><span class="kn">import</span> <span class="n">MemoryStore</span>
|
|
<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a>
|
|
<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a><span class="n">store</span> <span class="o">=</span> <span class="n">MemoryStore</span><span class="p">(</span><span class="n">redis_client</span><span class="o">=</span><span class="n">redis</span><span class="p">,</span> <span class="n">db_pool</span><span class="o">=</span><span class="n">pool</span><span class="p">)</span>
|
|
<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="k">await</span> <span class="n">store</span><span class="o">.</span><span class="n">remember</span><span class="p">(</span>
|
|
<a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a> <span class="n">key</span><span class="o">=</span><span class="s2">"student:123:progress"</span><span class="p">,</span>
|
|
<a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a> <span class="n">value</span><span class="o">=</span><span class="p">{</span><span class="s2">"level"</span><span class="p">:</span> <span class="mi">5</span><span class="p">,</span> <span class="s2">"score"</span><span class="p">:</span> <span class="mi">85</span><span class="p">},</span>
|
|
<a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a> <span class="n">agent_id</span><span class="o">=</span><span class="s2">"tutor-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a> <span class="n">ttl_days</span><span class="o">=</span><span class="mi">30</span>
|
|
<a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h3 id="nachricht-senden">Nachricht senden<a class="headerlink" href="#nachricht-senden" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">agent_core.orchestrator</span><span class="w"> </span><span class="kn">import</span> <span class="n">MessageBus</span><span class="p">,</span> <span class="n">AgentMessage</span>
|
|
<a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>
|
|
<a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a><span class="n">bus</span> <span class="o">=</span> <span class="n">MessageBus</span><span class="p">(</span><span class="n">redis_client</span><span class="o">=</span><span class="n">redis</span><span class="p">)</span>
|
|
<a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a><span class="k">await</span> <span class="n">bus</span><span class="o">.</span><span class="n">publish</span><span class="p">(</span><span class="n">AgentMessage</span><span class="p">(</span>
|
|
<a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a> <span class="n">sender</span><span class="o">=</span><span class="s2">"orchestrator"</span><span class="p">,</span>
|
|
<a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a> <span class="n">receiver</span><span class="o">=</span><span class="s2">"grader-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a> <span class="n">message_type</span><span class="o">=</span><span class="s2">"grade_request"</span><span class="p">,</span>
|
|
<a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a> <span class="n">payload</span><span class="o">=</span><span class="p">{</span><span class="s2">"exam_id"</span><span class="p">:</span> <span class="s2">"exam-1"</span><span class="p">}</span>
|
|
<a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a><span class="p">))</span>
|
|
</code></pre></div>
|
|
<hr />
|
|
<h2 id="8-tests-ausfuhren">8. Tests ausführen<a class="headerlink" href="#8-tests-ausfuhren" title="Permanent link">¶</a></h2>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="c1"># Alle Agent-Core Tests</span>
|
|
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="nb">cd</span><span class="w"> </span>agent-core<span class="w"> </span><span class="o">&&</span><span class="w"> </span>pytest<span class="w"> </span>-v
|
|
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a>
|
|
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="c1"># Mit Coverage-Report</span>
|
|
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a>pytest<span class="w"> </span>--cov<span class="o">=</span>.<span class="w"> </span>--cov-report<span class="o">=</span>html
|
|
<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a>
|
|
<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a><span class="c1"># Einzelne Module</span>
|
|
<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a>pytest<span class="w"> </span>tests/test_session_manager.py<span class="w"> </span>-v
|
|
<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a>pytest<span class="w"> </span>tests/test_message_bus.py<span class="w"> </span>-v
|
|
</code></pre></div>
|
|
<hr />
|
|
<h2 id="9-deployment-schritte">9. Deployment-Schritte<a class="headerlink" href="#9-deployment-schritte" title="Permanent link">¶</a></h2>
|
|
<h3 id="1-migration-ausfuhren">1. Migration ausführen<a class="headerlink" href="#1-migration-ausfuhren" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a>psql<span class="w"> </span>-h<span class="w"> </span>localhost<span class="w"> </span>-U<span class="w"> </span>breakpilot<span class="w"> </span>-d<span class="w"> </span>breakpilot<span class="w"> </span><span class="se">\</span>
|
|
<a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="w"> </span>-f<span class="w"> </span>backend/migrations/add_agent_core_tables.sql
|
|
</code></pre></div>
|
|
<h3 id="2-voice-service-aktualisieren">2. Voice-Service aktualisieren<a class="headerlink" href="#2-voice-service-aktualisieren" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="c1"># Sync zu Server</span>
|
|
<a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a>rsync<span class="w"> </span>-avz<span class="w"> </span>--exclude<span class="w"> </span><span class="s1">'node_modules'</span><span class="w"> </span>--exclude<span class="w"> </span><span class="s1">'.git'</span><span class="w"> </span><span class="se">\</span>
|
|
<a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a><span class="w"> </span>/path/to/breakpilot-pwa/<span class="w"> </span>server:/path/to/breakpilot-pwa/
|
|
<a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a>
|
|
<a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a><span class="c1"># Container neu bauen</span>
|
|
<a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a>docker<span class="w"> </span>compose<span class="w"> </span>build<span class="w"> </span>--no-cache<span class="w"> </span>voice-service
|
|
<a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a>
|
|
<a id="__codelineno-11-8" name="__codelineno-11-8" href="#__codelineno-11-8"></a><span class="c1"># Starten</span>
|
|
<a id="__codelineno-11-9" name="__codelineno-11-9" href="#__codelineno-11-9"></a>docker<span class="w"> </span>compose<span class="w"> </span>up<span class="w"> </span>-d<span class="w"> </span>voice-service
|
|
</code></pre></div>
|
|
<h3 id="3-verifizieren">3. Verifizieren<a class="headerlink" href="#3-verifizieren" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="c1"># Session-Tabelle prüfen</span>
|
|
<a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a>psql<span class="w"> </span>-c<span class="w"> </span><span class="s2">"SELECT COUNT(*) FROM agent_sessions;"</span>
|
|
<a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a>
|
|
<a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a><span class="c1"># Memory-Tabelle prüfen</span>
|
|
<a id="__codelineno-12-5" name="__codelineno-12-5" href="#__codelineno-12-5"></a>psql<span class="w"> </span>-c<span class="w"> </span><span class="s2">"SELECT COUNT(*) FROM agent_memory;"</span>
|
|
</code></pre></div>
|
|
<hr />
|
|
<h2 id="10-monitoring">10. Monitoring<a class="headerlink" href="#10-monitoring" title="Permanent link">¶</a></h2>
|
|
<h3 id="metriken">Metriken<a class="headerlink" href="#metriken" title="Permanent link">¶</a></h3>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Metrik</th>
|
|
<th>Beschreibung</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><code>agent_session_count</code></td>
|
|
<td>Anzahl aktiver Sessions</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_heartbeat_delay_ms</code></td>
|
|
<td>Zeit seit letztem Heartbeat</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_message_latency_ms</code></td>
|
|
<td>Nachrichtenlatenz</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_memory_count</code></td>
|
|
<td>Gespeicherte Memories</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_routing_success_rate</code></td>
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<td>Erfolgreiche Routings</td>
|
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</tr>
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</tbody>
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</table>
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<h3 id="health-check-endpunkte">Health-Check-Endpunkte<a class="headerlink" href="#health-check-endpunkte" title="Permanent link">¶</a></h3>
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<div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a>GET /api/v1/agents/health # Supervisor Status
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<a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a>GET /api/v1/agents/sessions # Aktive Sessions
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<a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a>GET /api/v1/agents/memory/stats # Memory-Statistiken
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</code></pre></div>
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<hr />
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<h2 id="11-troubleshooting">11. Troubleshooting<a class="headerlink" href="#11-troubleshooting" title="Permanent link">¶</a></h2>
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<h3 id="problem-session-nicht-gefunden">Problem: Session nicht gefunden<a class="headerlink" href="#problem-session-nicht-gefunden" title="Permanent link">¶</a></h3>
|
|
<ol>
|
|
<li>Prüfen ob Valkey läuft: <code>redis-cli ping</code></li>
|
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<li>Session-Timeout prüfen (default 24h)</li>
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|
<li>Heartbeat-Status checken</li>
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</ol>
|
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<h3 id="problem-message-bus-timeout">Problem: Message Bus Timeout<a class="headerlink" href="#problem-message-bus-timeout" title="Permanent link">¶</a></h3>
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<ol>
|
|
<li>Redis Pub/Sub Status prüfen</li>
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<li>Ziel-Agent registriert?</li>
|
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<li>Timeout erhöhen (default 30s)</li>
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</ol>
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<h3 id="problem-memory-nicht-gefunden">Problem: Memory nicht gefunden<a class="headerlink" href="#problem-memory-nicht-gefunden" title="Permanent link">¶</a></h3>
|
|
<ol>
|
|
<li>Namespace korrekt?</li>
|
|
<li>TTL abgelaufen?</li>
|
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<li>Cleanup-Job gelaufen?</li>
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</ol>
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<hr />
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<h2 id="12-erweiterungen">12. Erweiterungen<a class="headerlink" href="#12-erweiterungen" title="Permanent link">¶</a></h2>
|
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<h3 id="neuen-agent-hinzufugen">Neuen Agent hinzufügen<a class="headerlink" href="#neuen-agent-hinzufugen" title="Permanent link">¶</a></h3>
|
|
<ol>
|
|
<li>SOUL-Datei erstellen in <code>/agent-core/soul/</code></li>
|
|
<li>Routing-Regel in <code>task_router.py</code> hinzufügen</li>
|
|
<li>Handler beim Supervisor registrieren</li>
|
|
<li>Tests schreiben</li>
|
|
</ol>
|
|
<h3 id="neuen-memory-typ-hinzufugen">Neuen Memory-Typ hinzufügen<a class="headerlink" href="#neuen-memory-typ-hinzufugen" title="Permanent link">¶</a></h3>
|
|
<ol>
|
|
<li>Key-Schema definieren (z.B. <code>student:*:progress</code>)</li>
|
|
<li>TTL festlegen</li>
|
|
<li>Access-Pattern dokumentieren</li>
|
|
</ol>
|
|
<hr />
|
|
<h2 id="13-referenzen">13. Referenzen<a class="headerlink" href="#13-referenzen" title="Permanent link">¶</a></h2>
|
|
<ul>
|
|
<li><strong>Agent-Core README:</strong> <code>/agent-core/README.md</code></li>
|
|
<li><strong>Migration:</strong> <code>/backend/migrations/add_agent_core_tables.sql</code></li>
|
|
<li><strong>Voice-Service Integration:</strong> <code>/voice-service/services/enhanced_task_orchestrator.py</code></li>
|
|
<li><strong>BQAS Integration:</strong> <code>/voice-service/bqas/quality_judge_agent.py</code></li>
|
|
<li><strong>Tests:</strong> <code>/agent-core/tests/</code></li>
|
|
</ul>
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