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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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<a href="#komponenten" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Komponenten
|
|
|
|
</span>
|
|
</a>
|
|
|
|
<nav class="md-nav" aria-label="Komponenten">
|
|
<ul class="md-nav__list">
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#1-session-management" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
1. Session Management
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#2-heartbeat-monitoring" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
2. Heartbeat Monitoring
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#3-memory-store" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
3. Memory Store
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#4-context-manager" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
4. Context Manager
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#5-message-bus" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
5. Message Bus
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#6-agent-supervisor" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
6. Agent Supervisor
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#7-task-router" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
7. Task Router
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#soul-files" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
SOUL Files
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#datenbank-schema" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Datenbank-Schema
|
|
|
|
</span>
|
|
</a>
|
|
|
|
<nav class="md-nav" aria-label="Datenbank-Schema">
|
|
<ul class="md-nav__list">
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#agent_sessions" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
agent_sessions
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#agent_memory" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
agent_memory
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#agent_messages" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
agent_messages
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#integration" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Integration
|
|
|
|
</span>
|
|
</a>
|
|
|
|
<nav class="md-nav" aria-label="Integration">
|
|
<ul class="md-nav__list">
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#mit-voice-service" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Mit Voice-Service
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#mit-bqas" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Mit BQAS
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#tests" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Tests
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#metriken" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Metriken
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#naechste-schritte" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Naechste Schritte
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
</ul>
|
|
|
|
</nav>
|
|
|
|
</li>
|
|
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|
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|
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|
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|
|
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
|
|
|
|
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_4_5" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
AI-Compliance-SDK
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_4_5">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
AI-Compliance-SDK
|
|
|
|
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../ai-compliance-sdk/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Uebersicht
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
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|
|
|
|
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|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ai-compliance-sdk/ARCHITECTURE/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Architektur
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ai-compliance-sdk/DEVELOPER/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Developer Guide
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../ai-compliance-sdk/AUDITOR_DOCUMENTATION/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Auditor Dokumentation
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../ai-compliance-sdk/SBOM/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
SBOM
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
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|
|
</li>
|
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|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
API
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_5">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
API
|
|
|
|
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../api/backend-api/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Backend API
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
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</li>
|
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|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_6" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Entwicklung
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_6">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
Entwicklung
|
|
|
|
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../development/testing/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Testing
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../development/documentation/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Dokumentation
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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|
|
|
|
|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../development/ci-cd-pipeline/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
CI/CD Pipeline
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
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|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
|
|
|
|
|
|
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
|
|
<div class="md-sidebar__scrollwrap">
|
|
<div class="md-sidebar__inner">
|
|
|
|
|
|
<nav class="md-nav md-nav--secondary" aria-label="Inhaltsverzeichnis">
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__title" for="__toc">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Inhaltsverzeichnis
|
|
</label>
|
|
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#uebersicht" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Uebersicht
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#architektur" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Architektur
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#verzeichnisstruktur" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Verzeichnisstruktur
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#komponenten" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
Komponenten
|
|
|
|
</span>
|
|
</a>
|
|
|
|
<nav class="md-nav" aria-label="Komponenten">
|
|
<ul class="md-nav__list">
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#1-session-management" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
1. Session Management
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#2-heartbeat-monitoring" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
2. Heartbeat Monitoring
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#3-memory-store" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
3. Memory Store
|
|
|
|
</span>
|
|
</a>
|
|
|
|
</li>
|
|
|
|
<li class="md-nav__item">
|
|
<a href="#4-context-manager" class="md-nav__link">
|
|
<span class="md-ellipsis">
|
|
|
|
4. Context Manager
|
|
|
|
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5. Message Bus
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6. Agent Supervisor
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</a>
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<a href="#7-task-router" class="md-nav__link">
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7. Task Router
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</a>
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</li>
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<a href="#soul-files" class="md-nav__link">
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<span class="md-ellipsis">
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SOUL Files
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</a>
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Datenbank-Schema
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<nav class="md-nav" aria-label="Datenbank-Schema">
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<ul class="md-nav__list">
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<a href="#agent_sessions" class="md-nav__link">
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agent_sessions
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agent_memory
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agent_messages
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<a href="#integration" class="md-nav__link">
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<span class="md-ellipsis">
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Integration
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</span>
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</a>
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<nav class="md-nav" aria-label="Integration">
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<ul class="md-nav__list">
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<span class="md-ellipsis">
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Mit Voice-Service
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Mit BQAS
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Tests
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Metriken
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<a href="#naechste-schritte" class="md-nav__link">
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<span class="md-ellipsis">
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Naechste Schritte
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</a>
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</ul>
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<div class="md-content" data-md-component="content">
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<article class="md-content__inner md-typeset">
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<h1 id="breakpilot-agent-core">Breakpilot Agent Core<a class="headerlink" href="#breakpilot-agent-core" title="Permanent link">¶</a></h1>
|
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<p>Multi-Agent Architecture Infrastructure fuer Breakpilot.</p>
|
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<h2 id="uebersicht">Uebersicht<a class="headerlink" href="#uebersicht" title="Permanent link">¶</a></h2>
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<p>Das <code>agent-core</code> Modul stellt die gemeinsame Infrastruktur fuer Breakpilots Multi-Agent-System bereit:</p>
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<ul>
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<li><strong>Session Management</strong>: Agent-Sessions mit Checkpoints und Recovery</li>
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<li><strong>Shared Brain</strong>: Langzeit-Gedaechtnis und Kontext-Verwaltung</li>
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<li><strong>Orchestration</strong>: Message Bus, Supervisor und Task-Routing</li>
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</ul>
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<h2 id="architektur">Architektur<a class="headerlink" href="#architektur" title="Permanent link">¶</a></h2>
|
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<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>┌─────────────────────────────────────────────────────────────────┐
|
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<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>│ Breakpilot Services │
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<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────────────┐ │
|
|
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>│ │Voice Service│ │Klausur Svc │ │ Admin-v2 / AlertAgent │ │
|
|
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>│ └──────┬──────┘ └──────┬──────┘ └───────────┬─────────────┘ │
|
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<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>│ │ │ │ │
|
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<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a>│ └────────────────┼──────────────────────┘ │
|
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<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>│ │ │
|
|
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a>│ ┌───────────────────────▼───────────────────────────────────┐ │
|
|
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a>│ │ Agent Core │ │
|
|
<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>│ │ ┌─────────────┐ ┌─────────────┐ ┌───────────────────┐ │ │
|
|
<a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a>│ │ │ Sessions │ │Shared Brain │ │ Orchestrator │ │ │
|
|
<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a>│ │ │ - Manager │ │ - Memory │ │ - Message Bus │ │ │
|
|
<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a>│ │ │ - Heartbeat │ │ - Context │ │ - Supervisor │ │ │
|
|
<a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a>│ │ │ - Checkpoint│ │ - Knowledge │ │ - Task Router │ │ │
|
|
<a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a>│ │ └─────────────┘ └─────────────┘ └───────────────────┘ │ │
|
|
<a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a>│ └───────────────────────────────────────────────────────────┘ │
|
|
<a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a>│ │ │
|
|
<a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a>│ ┌───────────────────────▼───────────────────────────────────┐ │
|
|
<a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a>│ │ Infrastructure │ │
|
|
<a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a>│ │ Valkey (Redis) PostgreSQL Qdrant │ │
|
|
<a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a>│ └───────────────────────────────────────────────────────────┘ │
|
|
<a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a>└─────────────────────────────────────────────────────────────────┘
|
|
</code></pre></div>
|
|
<h2 id="verzeichnisstruktur">Verzeichnisstruktur<a class="headerlink" href="#verzeichnisstruktur" title="Permanent link">¶</a></h2>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>agent-core/
|
|
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>├── __init__.py # Modul-Exports
|
|
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>├── README.md # Diese Datei
|
|
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a>├── requirements.txt # Python-Abhaengigkeiten
|
|
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>├── pytest.ini # Test-Konfiguration
|
|
<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>│
|
|
<a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a>├── soul/ # Agent SOUL Files (Persoenlichkeiten)
|
|
<a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a>│ ├── tutor-agent.soul.md
|
|
<a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a>│ ├── grader-agent.soul.md
|
|
<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a>│ ├── quality-judge.soul.md
|
|
<a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a>│ ├── alert-agent.soul.md
|
|
<a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a>│ └── orchestrator.soul.md
|
|
<a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a>│
|
|
<a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a>├── brain/ # Shared Brain Implementation
|
|
<a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a>│ ├── __init__.py
|
|
<a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a>│ ├── memory_store.py # Langzeit-Gedaechtnis
|
|
<a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a>│ ├── context_manager.py # Konversations-Kontext
|
|
<a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a>│ └── knowledge_graph.py # Entity-Beziehungen
|
|
<a id="__codelineno-1-19" name="__codelineno-1-19" href="#__codelineno-1-19"></a>│
|
|
<a id="__codelineno-1-20" name="__codelineno-1-20" href="#__codelineno-1-20"></a>├── sessions/ # Session Management
|
|
<a id="__codelineno-1-21" name="__codelineno-1-21" href="#__codelineno-1-21"></a>│ ├── __init__.py
|
|
<a id="__codelineno-1-22" name="__codelineno-1-22" href="#__codelineno-1-22"></a>│ ├── session_manager.py # Session-Lifecycle
|
|
<a id="__codelineno-1-23" name="__codelineno-1-23" href="#__codelineno-1-23"></a>│ ├── heartbeat.py # Liveness-Monitoring
|
|
<a id="__codelineno-1-24" name="__codelineno-1-24" href="#__codelineno-1-24"></a>│ └── checkpoint.py # Recovery-Checkpoints
|
|
<a id="__codelineno-1-25" name="__codelineno-1-25" href="#__codelineno-1-25"></a>│
|
|
<a id="__codelineno-1-26" name="__codelineno-1-26" href="#__codelineno-1-26"></a>├── orchestrator/ # Multi-Agent Orchestration
|
|
<a id="__codelineno-1-27" name="__codelineno-1-27" href="#__codelineno-1-27"></a>│ ├── __init__.py
|
|
<a id="__codelineno-1-28" name="__codelineno-1-28" href="#__codelineno-1-28"></a>│ ├── message_bus.py # Inter-Agent Kommunikation
|
|
<a id="__codelineno-1-29" name="__codelineno-1-29" href="#__codelineno-1-29"></a>│ ├── supervisor.py # Agent-Ueberwachung
|
|
<a id="__codelineno-1-30" name="__codelineno-1-30" href="#__codelineno-1-30"></a>│ └── task_router.py # Intent-basiertes Routing
|
|
<a id="__codelineno-1-31" name="__codelineno-1-31" href="#__codelineno-1-31"></a>│
|
|
<a id="__codelineno-1-32" name="__codelineno-1-32" href="#__codelineno-1-32"></a>└── tests/ # Unit Tests
|
|
<a id="__codelineno-1-33" name="__codelineno-1-33" href="#__codelineno-1-33"></a> ├── conftest.py
|
|
<a id="__codelineno-1-34" name="__codelineno-1-34" href="#__codelineno-1-34"></a> ├── test_session_manager.py
|
|
<a id="__codelineno-1-35" name="__codelineno-1-35" href="#__codelineno-1-35"></a> ├── test_heartbeat.py
|
|
<a id="__codelineno-1-36" name="__codelineno-1-36" href="#__codelineno-1-36"></a> ├── test_message_bus.py
|
|
<a id="__codelineno-1-37" name="__codelineno-1-37" href="#__codelineno-1-37"></a> ├── test_memory_store.py
|
|
<a id="__codelineno-1-38" name="__codelineno-1-38" href="#__codelineno-1-38"></a> └── test_task_router.py
|
|
</code></pre></div>
|
|
<h2 id="komponenten">Komponenten<a class="headerlink" href="#komponenten" title="Permanent link">¶</a></h2>
|
|
<h3 id="1-session-management">1. Session Management<a class="headerlink" href="#1-session-management" title="Permanent link">¶</a></h3>
|
|
<p>Verwaltet Agent-Sessions mit State-Machine und Recovery-Faehigkeiten.</p>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></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><span class="p">,</span> <span class="n">AgentSession</span>
|
|
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>
|
|
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="c1"># Session Manager erstellen</span>
|
|
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="n">manager</span> <span class="o">=</span> <span class="n">SessionManager</span><span class="p">(</span>
|
|
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a> <span class="n">redis_client</span><span class="o">=</span><span class="n">redis</span><span class="p">,</span>
|
|
<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a> <span class="n">db_pool</span><span class="o">=</span><span class="n">pg_pool</span><span class="p">,</span>
|
|
<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a> <span class="n">namespace</span><span class="o">=</span><span class="s2">"breakpilot"</span>
|
|
<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a><span class="p">)</span>
|
|
<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a>
|
|
<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="c1"># Session erstellen</span>
|
|
<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></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-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a> <span class="n">agent_type</span><span class="o">=</span><span class="s2">"tutor-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a> <span class="n">user_id</span><span class="o">=</span><span class="s2">"user-123"</span><span class="p">,</span>
|
|
<a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a> <span class="n">context</span><span class="o">=</span><span class="p">{</span><span class="s2">"subject"</span><span class="p">:</span> <span class="s2">"math"</span><span class="p">}</span>
|
|
<a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a><span class="p">)</span>
|
|
<a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a>
|
|
<a id="__codelineno-2-17" name="__codelineno-2-17" href="#__codelineno-2-17"></a><span class="c1"># Checkpoint setzen</span>
|
|
<a id="__codelineno-2-18" name="__codelineno-2-18" href="#__codelineno-2-18"></a><span class="n">session</span><span class="o">.</span><span class="n">checkpoint</span><span class="p">(</span><span class="s2">"task_started"</span><span class="p">,</span> <span class="p">{</span><span class="s2">"task_id"</span><span class="p">:</span> <span class="s2">"abc"</span><span class="p">})</span>
|
|
<a id="__codelineno-2-19" name="__codelineno-2-19" href="#__codelineno-2-19"></a>
|
|
<a id="__codelineno-2-20" name="__codelineno-2-20" href="#__codelineno-2-20"></a><span class="c1"># Session beenden</span>
|
|
<a id="__codelineno-2-21" name="__codelineno-2-21" href="#__codelineno-2-21"></a><span class="n">session</span><span class="o">.</span><span class="n">complete</span><span class="p">({</span><span class="s2">"result"</span><span class="p">:</span> <span class="s2">"success"</span><span class="p">})</span>
|
|
</code></pre></div>
|
|
<p><strong>Session States:</strong></p>
|
|
<ul>
|
|
<li><code>ACTIVE</code> - Session laeuft</li>
|
|
<li><code>PAUSED</code> - Session pausiert</li>
|
|
<li><code>COMPLETED</code> - Session erfolgreich beendet</li>
|
|
<li><code>FAILED</code> - Session fehlgeschlagen</li>
|
|
</ul>
|
|
<h3 id="2-heartbeat-monitoring">2. Heartbeat Monitoring<a class="headerlink" href="#2-heartbeat-monitoring" title="Permanent link">¶</a></h3>
|
|
<p>Ueberwacht Agent-Liveness und triggert Recovery bei Timeout.</p>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></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">HeartbeatMonitor</span><span class="p">,</span> <span class="n">HeartbeatClient</span>
|
|
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>
|
|
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="c1"># Monitor starten</span>
|
|
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="n">monitor</span> <span class="o">=</span> <span class="n">HeartbeatMonitor</span><span class="p">(</span>
|
|
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a> <span class="n">timeout_seconds</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span>
|
|
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a> <span class="n">check_interval_seconds</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
|
|
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a> <span class="n">max_missed_beats</span><span class="o">=</span><span class="mi">3</span>
|
|
<a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="p">)</span>
|
|
<a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a><span class="k">await</span> <span class="n">monitor</span><span class="o">.</span><span class="n">start_monitoring</span><span class="p">()</span>
|
|
<a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a>
|
|
<a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a><span class="c1"># Agent registrieren</span>
|
|
<a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a><span class="n">monitor</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="s2">"agent-1"</span><span class="p">,</span> <span class="s2">"tutor-agent"</span><span class="p">)</span>
|
|
<a id="__codelineno-3-13" name="__codelineno-3-13" href="#__codelineno-3-13"></a>
|
|
<a id="__codelineno-3-14" name="__codelineno-3-14" href="#__codelineno-3-14"></a><span class="c1"># Heartbeat senden</span>
|
|
<a id="__codelineno-3-15" name="__codelineno-3-15" href="#__codelineno-3-15"></a><span class="k">async</span> <span class="k">with</span> <span class="n">HeartbeatClient</span><span class="p">(</span><span class="s2">"agent-1"</span><span class="p">,</span> <span class="n">monitor</span><span class="p">)</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
|
|
<a id="__codelineno-3-16" name="__codelineno-3-16" href="#__codelineno-3-16"></a> <span class="c1"># Agent-Arbeit...</span>
|
|
<a id="__codelineno-3-17" name="__codelineno-3-17" href="#__codelineno-3-17"></a> <span class="k">pass</span>
|
|
</code></pre></div>
|
|
<h3 id="3-memory-store">3. Memory Store<a class="headerlink" href="#3-memory-store" title="Permanent link">¶</a></h3>
|
|
<p>Langzeit-Gedaechtnis fuer Agents mit TTL und Access-Tracking.</p>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></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-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="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">pg_pool</span><span class="p">)</span>
|
|
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a>
|
|
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="c1"># Erinnerung speichern</span>
|
|
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></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-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a> <span class="n">key</span><span class="o">=</span><span class="s2">"evaluation:math:student-1"</span><span class="p">,</span>
|
|
<a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a> <span class="n">value</span><span class="o">=</span><span class="p">{</span><span class="s2">"score"</span><span class="p">:</span> <span class="mi">85</span><span class="p">,</span> <span class="s2">"feedback"</span><span class="p">:</span> <span class="s2">"Gut gemacht!"</span><span class="p">},</span>
|
|
<a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a> <span class="n">agent_id</span><span class="o">=</span><span class="s2">"grader-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-4-10" name="__codelineno-4-10" href="#__codelineno-4-10"></a> <span class="n">ttl_days</span><span class="o">=</span><span class="mi">30</span>
|
|
<a id="__codelineno-4-11" name="__codelineno-4-11" href="#__codelineno-4-11"></a><span class="p">)</span>
|
|
<a id="__codelineno-4-12" name="__codelineno-4-12" href="#__codelineno-4-12"></a>
|
|
<a id="__codelineno-4-13" name="__codelineno-4-13" href="#__codelineno-4-13"></a><span class="c1"># Erinnerung abrufen</span>
|
|
<a id="__codelineno-4-14" name="__codelineno-4-14" href="#__codelineno-4-14"></a><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">store</span><span class="o">.</span><span class="n">recall</span><span class="p">(</span><span class="s2">"evaluation:math:student-1"</span><span class="p">)</span>
|
|
<a id="__codelineno-4-15" name="__codelineno-4-15" href="#__codelineno-4-15"></a>
|
|
<a id="__codelineno-4-16" name="__codelineno-4-16" href="#__codelineno-4-16"></a><span class="c1"># Nach Pattern suchen</span>
|
|
<a id="__codelineno-4-17" name="__codelineno-4-17" href="#__codelineno-4-17"></a><span class="n">similar</span> <span class="o">=</span> <span class="k">await</span> <span class="n">store</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s2">"evaluation:math:*"</span><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h3 id="4-context-manager">4. Context Manager<a class="headerlink" href="#4-context-manager" title="Permanent link">¶</a></h3>
|
|
<p>Verwaltet Konversationskontext mit automatischer Komprimierung.</p>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></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">ContextManager</span><span class="p">,</span> <span class="n">MessageRole</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="n">ctx_manager</span> <span class="o">=</span> <span class="n">ContextManager</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-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a>
|
|
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="c1"># Kontext erstellen</span>
|
|
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a><span class="n">context</span> <span class="o">=</span> <span class="n">ctx_manager</span><span class="o">.</span><span class="n">create_context</span><span class="p">(</span>
|
|
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a> <span class="n">session_id</span><span class="o">=</span><span class="s2">"session-123"</span><span class="p">,</span>
|
|
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a> <span class="n">system_prompt</span><span class="o">=</span><span class="s2">"Du bist ein hilfreicher Tutor..."</span><span class="p">,</span>
|
|
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a> <span class="n">max_messages</span><span class="o">=</span><span class="mi">50</span>
|
|
<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a><span class="p">)</span>
|
|
<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a>
|
|
<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a><span class="c1"># Nachrichten hinzufuegen</span>
|
|
<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a><span class="n">context</span><span class="o">.</span><span class="n">add_message</span><span class="p">(</span><span class="n">MessageRole</span><span class="o">.</span><span class="n">USER</span><span class="p">,</span> <span class="s2">"Was ist Photosynthese?"</span><span class="p">)</span>
|
|
<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a><span class="n">context</span><span class="o">.</span><span class="n">add_message</span><span class="p">(</span><span class="n">MessageRole</span><span class="o">.</span><span class="n">ASSISTANT</span><span class="p">,</span> <span class="s2">"Photosynthese ist..."</span><span class="p">)</span>
|
|
<a id="__codelineno-5-15" name="__codelineno-5-15" href="#__codelineno-5-15"></a>
|
|
<a id="__codelineno-5-16" name="__codelineno-5-16" href="#__codelineno-5-16"></a><span class="c1"># Fuer LLM API formatieren</span>
|
|
<a id="__codelineno-5-17" name="__codelineno-5-17" href="#__codelineno-5-17"></a><span class="n">messages</span> <span class="o">=</span> <span class="n">context</span><span class="o">.</span><span class="n">get_messages_for_llm</span><span class="p">()</span>
|
|
</code></pre></div>
|
|
<h3 id="5-message-bus">5. Message Bus<a class="headerlink" href="#5-message-bus" title="Permanent link">¶</a></h3>
|
|
<p>Inter-Agent Kommunikation via Redis Pub/Sub.</p>
|
|
<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.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><span class="p">,</span> <span class="n">MessagePriority</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">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-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="k">await</span> <span class="n">bus</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
|
|
<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a>
|
|
<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="c1"># Handler registrieren</span>
|
|
<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">handle_message</span><span class="p">(</span><span class="n">msg</span><span class="p">):</span>
|
|
<a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a> <span class="k">return</span> <span class="p">{</span><span class="s2">"status"</span><span class="p">:</span> <span class="s2">"processed"</span><span class="p">}</span>
|
|
<a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a>
|
|
<a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a><span class="k">await</span> <span class="n">bus</span><span class="o">.</span><span class="n">subscribe</span><span class="p">(</span><span class="s2">"grader-agent"</span><span class="p">,</span> <span class="n">handle_message</span><span class="p">)</span>
|
|
<a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a>
|
|
<a id="__codelineno-6-12" name="__codelineno-6-12" href="#__codelineno-6-12"></a><span class="c1"># Nachricht senden</span>
|
|
<a id="__codelineno-6-13" name="__codelineno-6-13" href="#__codelineno-6-13"></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-6-14" name="__codelineno-6-14" href="#__codelineno-6-14"></a> <span class="n">sender</span><span class="o">=</span><span class="s2">"orchestrator"</span><span class="p">,</span>
|
|
<a id="__codelineno-6-15" name="__codelineno-6-15" href="#__codelineno-6-15"></a> <span class="n">receiver</span><span class="o">=</span><span class="s2">"grader-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-6-16" name="__codelineno-6-16" href="#__codelineno-6-16"></a> <span class="n">message_type</span><span class="o">=</span><span class="s2">"grade_request"</span><span class="p">,</span>
|
|
<a id="__codelineno-6-17" name="__codelineno-6-17" href="#__codelineno-6-17"></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-6-18" name="__codelineno-6-18" href="#__codelineno-6-18"></a> <span class="n">priority</span><span class="o">=</span><span class="n">MessagePriority</span><span class="o">.</span><span class="n">HIGH</span>
|
|
<a id="__codelineno-6-19" name="__codelineno-6-19" href="#__codelineno-6-19"></a><span class="p">))</span>
|
|
<a id="__codelineno-6-20" name="__codelineno-6-20" href="#__codelineno-6-20"></a>
|
|
<a id="__codelineno-6-21" name="__codelineno-6-21" href="#__codelineno-6-21"></a><span class="c1"># Request-Response Pattern</span>
|
|
<a id="__codelineno-6-22" name="__codelineno-6-22" href="#__codelineno-6-22"></a><span class="n">response</span> <span class="o">=</span> <span class="k">await</span> <span class="n">bus</span><span class="o">.</span><span class="n">request</span><span class="p">(</span><span class="n">message</span><span class="p">,</span> <span class="n">timeout</span><span class="o">=</span><span class="mf">30.0</span><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h3 id="6-agent-supervisor">6. Agent Supervisor<a class="headerlink" href="#6-agent-supervisor" title="Permanent link">¶</a></h3>
|
|
<p>Ueberwacht und koordiniert alle Agents.</p>
|
|
<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.orchestrator</span><span class="w"> </span><span class="kn">import</span> <span class="n">AgentSupervisor</span><span class="p">,</span> <span class="n">RestartPolicy</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">supervisor</span> <span class="o">=</span> <span class="n">AgentSupervisor</span><span class="p">(</span><span class="n">message_bus</span><span class="o">=</span><span class="n">bus</span><span class="p">,</span> <span class="n">heartbeat_monitor</span><span class="o">=</span><span class="n">monitor</span><span class="p">)</span>
|
|
<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a>
|
|
<a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="c1"># Agent registrieren</span>
|
|
<a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a><span class="k">await</span> <span class="n">supervisor</span><span class="o">.</span><span class="n">register_agent</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-1"</span><span class="p">,</span>
|
|
<a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a> <span class="n">agent_type</span><span class="o">=</span><span class="s2">"tutor-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a> <span class="n">restart_policy</span><span class="o">=</span><span class="n">RestartPolicy</span><span class="o">.</span><span class="n">ON_FAILURE</span><span class="p">,</span>
|
|
<a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a> <span class="n">max_restarts</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
|
|
<a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a> <span class="n">capacity</span><span class="o">=</span><span class="mi">10</span>
|
|
<a id="__codelineno-7-12" name="__codelineno-7-12" href="#__codelineno-7-12"></a><span class="p">)</span>
|
|
<a id="__codelineno-7-13" name="__codelineno-7-13" href="#__codelineno-7-13"></a>
|
|
<a id="__codelineno-7-14" name="__codelineno-7-14" href="#__codelineno-7-14"></a><span class="c1"># Agent starten</span>
|
|
<a id="__codelineno-7-15" name="__codelineno-7-15" href="#__codelineno-7-15"></a><span class="k">await</span> <span class="n">supervisor</span><span class="o">.</span><span class="n">start_agent</span><span class="p">(</span><span class="s2">"tutor-1"</span><span class="p">)</span>
|
|
<a id="__codelineno-7-16" name="__codelineno-7-16" href="#__codelineno-7-16"></a>
|
|
<a id="__codelineno-7-17" name="__codelineno-7-17" href="#__codelineno-7-17"></a><span class="c1"># Load Balancing</span>
|
|
<a id="__codelineno-7-18" name="__codelineno-7-18" href="#__codelineno-7-18"></a><span class="n">available</span> <span class="o">=</span> <span class="n">supervisor</span><span class="o">.</span><span class="n">get_available_agent</span><span class="p">(</span><span class="s2">"tutor-agent"</span><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h3 id="7-task-router">7. Task Router<a class="headerlink" href="#7-task-router" title="Permanent link">¶</a></h3>
|
|
<p>Intent-basiertes Routing mit Fallback-Ketten.</p>
|
|
<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">TaskRouter</span><span class="p">,</span> <span class="n">RoutingRule</span><span class="p">,</span> <span class="n">RoutingStrategy</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">router</span> <span class="o">=</span> <span class="n">TaskRouter</span><span class="p">(</span><span class="n">supervisor</span><span class="o">=</span><span class="n">supervisor</span><span class="p">)</span>
|
|
<a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a>
|
|
<a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a><span class="c1"># Eigene Regel hinzufuegen</span>
|
|
<a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a><span class="n">router</span><span class="o">.</span><span class="n">add_rule</span><span class="p">(</span><span class="n">RoutingRule</span><span class="p">(</span>
|
|
<a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a> <span class="n">intent_pattern</span><span class="o">=</span><span class="s2">"learning_*"</span><span class="p">,</span>
|
|
<a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a> <span class="n">agent_type</span><span class="o">=</span><span class="s2">"tutor-agent"</span><span class="p">,</span>
|
|
<a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a> <span class="n">priority</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
|
|
<a id="__codelineno-8-10" name="__codelineno-8-10" href="#__codelineno-8-10"></a> <span class="n">fallback_agent</span><span class="o">=</span><span class="s2">"orchestrator"</span>
|
|
<a id="__codelineno-8-11" name="__codelineno-8-11" href="#__codelineno-8-11"></a><span class="p">))</span>
|
|
<a id="__codelineno-8-12" name="__codelineno-8-12" href="#__codelineno-8-12"></a>
|
|
<a id="__codelineno-8-13" name="__codelineno-8-13" href="#__codelineno-8-13"></a><span class="c1"># Task routen</span>
|
|
<a id="__codelineno-8-14" name="__codelineno-8-14" href="#__codelineno-8-14"></a><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">router</span><span class="o">.</span><span class="n">route</span><span class="p">(</span>
|
|
<a id="__codelineno-8-15" name="__codelineno-8-15" href="#__codelineno-8-15"></a> <span class="n">intent</span><span class="o">=</span><span class="s2">"learning_math"</span><span class="p">,</span>
|
|
<a id="__codelineno-8-16" name="__codelineno-8-16" href="#__codelineno-8-16"></a> <span class="n">context</span><span class="o">=</span><span class="p">{</span><span class="s2">"grade"</span><span class="p">:</span> <span class="mi">10</span><span class="p">},</span>
|
|
<a id="__codelineno-8-17" name="__codelineno-8-17" href="#__codelineno-8-17"></a> <span class="n">strategy</span><span class="o">=</span><span class="n">RoutingStrategy</span><span class="o">.</span><span class="n">LEAST_LOADED</span>
|
|
<a id="__codelineno-8-18" name="__codelineno-8-18" href="#__codelineno-8-18"></a><span class="p">)</span>
|
|
<a id="__codelineno-8-19" name="__codelineno-8-19" href="#__codelineno-8-19"></a>
|
|
<a id="__codelineno-8-20" name="__codelineno-8-20" href="#__codelineno-8-20"></a><span class="k">if</span> <span class="n">result</span><span class="o">.</span><span class="n">success</span><span class="p">:</span>
|
|
<a id="__codelineno-8-21" name="__codelineno-8-21" href="#__codelineno-8-21"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Routed to </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">agent_id</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h2 id="soul-files">SOUL Files<a class="headerlink" href="#soul-files" title="Permanent link">¶</a></h2>
|
|
<p>SOUL-Dateien definieren die Persoenlichkeit und Verhaltensregeln jedes Agents.</p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Agent</th>
|
|
<th>SOUL File</th>
|
|
<th>Verantwortlichkeit</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td>TutorAgent</td>
|
|
<td>tutor-agent.soul.md</td>
|
|
<td>Lernbegleitung, Fragen beantworten</td>
|
|
</tr>
|
|
<tr>
|
|
<td>GraderAgent</td>
|
|
<td>grader-agent.soul.md</td>
|
|
<td>Klausur-Korrektur, Bewertung</td>
|
|
</tr>
|
|
<tr>
|
|
<td>QualityJudge</td>
|
|
<td>quality-judge.soul.md</td>
|
|
<td>BQAS Qualitaetspruefung</td>
|
|
</tr>
|
|
<tr>
|
|
<td>AlertAgent</td>
|
|
<td>alert-agent.soul.md</td>
|
|
<td>Monitoring, Benachrichtigungen</td>
|
|
</tr>
|
|
<tr>
|
|
<td>Orchestrator</td>
|
|
<td>orchestrator.soul.md</td>
|
|
<td>Task-Koordination</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2 id="datenbank-schema">Datenbank-Schema<a class="headerlink" href="#datenbank-schema" title="Permanent link">¶</a></h2>
|
|
<h3 id="agent_sessions">agent_sessions<a class="headerlink" href="#agent_sessions" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">agent_sessions</span><span class="w"> </span><span class="p">(</span>
|
|
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">PRIMARY</span><span class="w"> </span><span class="k">KEY</span><span class="p">,</span>
|
|
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="w"> </span><span class="n">agent_type</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="w"> </span><span class="n">user_id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">REFERENCES</span><span class="w"> </span><span class="n">users</span><span class="p">(</span><span class="n">id</span><span class="p">),</span>
|
|
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="w"> </span><span class="k">state</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="s1">'active'</span><span class="p">,</span>
|
|
<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a><span class="w"> </span><span class="n">context</span><span class="w"> </span><span class="n">JSONB</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="s1">'{}'</span><span class="p">,</span>
|
|
<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a><span class="w"> </span><span class="n">checkpoints</span><span class="w"> </span><span class="n">JSONB</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="s1">'[]'</span><span class="p">,</span>
|
|
<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a><span class="w"> </span><span class="n">created_at</span><span class="w"> </span><span class="n">TIMESTAMPTZ</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">(),</span>
|
|
<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a><span class="w"> </span><span class="n">updated_at</span><span class="w"> </span><span class="n">TIMESTAMPTZ</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">(),</span>
|
|
<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a><span class="w"> </span><span class="n">last_heartbeat</span><span class="w"> </span><span class="n">TIMESTAMPTZ</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">()</span>
|
|
<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a><span class="p">);</span>
|
|
</code></pre></div>
|
|
<h3 id="agent_memory">agent_memory<a class="headerlink" href="#agent_memory" 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><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">agent_memory</span><span class="w"> </span><span class="p">(</span>
|
|
<a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">PRIMARY</span><span class="w"> </span><span class="k">KEY</span><span class="p">,</span>
|
|
<a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="w"> </span><span class="n">namespace</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="w"> </span><span class="k">key</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">500</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="w"> </span><span class="n">value</span><span class="w"> </span><span class="n">JSONB</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a><span class="w"> </span><span class="n">agent_id</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a><span class="w"> </span><span class="n">access_count</span><span class="w"> </span><span class="nb">INTEGER</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span>
|
|
<a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a><span class="w"> </span><span class="n">created_at</span><span class="w"> </span><span class="n">TIMESTAMPTZ</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">(),</span>
|
|
<a id="__codelineno-10-9" name="__codelineno-10-9" href="#__codelineno-10-9"></a><span class="w"> </span><span class="n">expires_at</span><span class="w"> </span><span class="n">TIMESTAMPTZ</span><span class="p">,</span>
|
|
<a id="__codelineno-10-10" name="__codelineno-10-10" href="#__codelineno-10-10"></a><span class="w"> </span><span class="k">UNIQUE</span><span class="p">(</span><span class="n">namespace</span><span class="p">,</span><span class="w"> </span><span class="k">key</span><span class="p">)</span>
|
|
<a id="__codelineno-10-11" name="__codelineno-10-11" href="#__codelineno-10-11"></a><span class="p">);</span>
|
|
</code></pre></div>
|
|
<h3 id="agent_messages">agent_messages<a class="headerlink" href="#agent_messages" 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="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">agent_messages</span><span class="w"> </span><span class="p">(</span>
|
|
<a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="n">UUID</span><span class="w"> </span><span class="k">PRIMARY</span><span class="w"> </span><span class="k">KEY</span><span class="p">,</span>
|
|
<a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a><span class="w"> </span><span class="n">sender</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a><span class="w"> </span><span class="n">receiver</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a><span class="w"> </span><span class="n">message_type</span><span class="w"> </span><span class="nb">VARCHAR</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a><span class="w"> </span><span class="n">payload</span><span class="w"> </span><span class="n">JSONB</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span>
|
|
<a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a><span class="w"> </span><span class="n">priority</span><span class="w"> </span><span class="nb">INTEGER</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
|
|
<a id="__codelineno-11-8" name="__codelineno-11-8" href="#__codelineno-11-8"></a><span class="w"> </span><span class="n">correlation_id</span><span class="w"> </span><span class="n">UUID</span><span class="p">,</span>
|
|
<a id="__codelineno-11-9" name="__codelineno-11-9" href="#__codelineno-11-9"></a><span class="w"> </span><span class="n">created_at</span><span class="w"> </span><span class="n">TIMESTAMPTZ</span><span class="w"> </span><span class="k">DEFAULT</span><span class="w"> </span><span class="n">NOW</span><span class="p">()</span>
|
|
<a id="__codelineno-11-10" name="__codelineno-11-10" href="#__codelineno-11-10"></a><span class="p">);</span>
|
|
</code></pre></div>
|
|
<h2 id="integration">Integration<a class="headerlink" href="#integration" title="Permanent link">¶</a></h2>
|
|
<h3 id="mit-voice-service">Mit Voice-Service<a class="headerlink" href="#mit-voice-service" 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="kn">from</span><span class="w"> </span><span class="nn">services.enhanced_task_orchestrator</span><span class="w"> </span><span class="kn">import</span> <span class="n">EnhancedTaskOrchestrator</span>
|
|
<a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a>
|
|
<a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a><span class="n">orchestrator</span> <span class="o">=</span> <span class="n">EnhancedTaskOrchestrator</span><span class="p">(</span>
|
|
<a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a> <span class="n">redis_client</span><span class="o">=</span><span class="n">redis</span><span class="p">,</span>
|
|
<a id="__codelineno-12-5" name="__codelineno-12-5" href="#__codelineno-12-5"></a> <span class="n">db_pool</span><span class="o">=</span><span class="n">pg_pool</span>
|
|
<a id="__codelineno-12-6" name="__codelineno-12-6" href="#__codelineno-12-6"></a><span class="p">)</span>
|
|
<a id="__codelineno-12-7" name="__codelineno-12-7" href="#__codelineno-12-7"></a>
|
|
<a id="__codelineno-12-8" name="__codelineno-12-8" href="#__codelineno-12-8"></a><span class="k">await</span> <span class="n">orchestrator</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
|
|
<a id="__codelineno-12-9" name="__codelineno-12-9" href="#__codelineno-12-9"></a>
|
|
<a id="__codelineno-12-10" name="__codelineno-12-10" href="#__codelineno-12-10"></a><span class="c1"># Session fuer Voice-Interaktion</span>
|
|
<a id="__codelineno-12-11" name="__codelineno-12-11" href="#__codelineno-12-11"></a><span class="n">session</span> <span class="o">=</span> <span class="k">await</span> <span class="n">orchestrator</span><span class="o">.</span><span class="n">create_session</span><span class="p">(</span>
|
|
<a id="__codelineno-12-12" name="__codelineno-12-12" href="#__codelineno-12-12"></a> <span class="n">voice_session_id</span><span class="o">=</span><span class="s2">"voice-123"</span><span class="p">,</span>
|
|
<a id="__codelineno-12-13" name="__codelineno-12-13" href="#__codelineno-12-13"></a> <span class="n">user_id</span><span class="o">=</span><span class="s2">"teacher-1"</span>
|
|
<a id="__codelineno-12-14" name="__codelineno-12-14" href="#__codelineno-12-14"></a><span class="p">)</span>
|
|
<a id="__codelineno-12-15" name="__codelineno-12-15" href="#__codelineno-12-15"></a>
|
|
<a id="__codelineno-12-16" name="__codelineno-12-16" href="#__codelineno-12-16"></a><span class="c1"># Task verarbeiten (nutzt Multi-Agent wenn noetig)</span>
|
|
<a id="__codelineno-12-17" name="__codelineno-12-17" href="#__codelineno-12-17"></a><span class="k">await</span> <span class="n">orchestrator</span><span class="o">.</span><span class="n">process_task</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
|
|
</code></pre></div>
|
|
<h3 id="mit-bqas">Mit BQAS<a class="headerlink" href="#mit-bqas" title="Permanent link">¶</a></h3>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">bqas.quality_judge_agent</span><span class="w"> </span><span class="kn">import</span> <span class="n">QualityJudgeAgent</span>
|
|
<a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a>
|
|
<a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a><span class="n">judge</span> <span class="o">=</span> <span class="n">QualityJudgeAgent</span><span class="p">(</span>
|
|
<a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a> <span class="n">message_bus</span><span class="o">=</span><span class="n">bus</span><span class="p">,</span>
|
|
<a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a> <span class="n">memory_store</span><span class="o">=</span><span class="n">memory</span>
|
|
<a id="__codelineno-13-6" name="__codelineno-13-6" href="#__codelineno-13-6"></a><span class="p">)</span>
|
|
<a id="__codelineno-13-7" name="__codelineno-13-7" href="#__codelineno-13-7"></a>
|
|
<a id="__codelineno-13-8" name="__codelineno-13-8" href="#__codelineno-13-8"></a><span class="k">await</span> <span class="n">judge</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
|
|
<a id="__codelineno-13-9" name="__codelineno-13-9" href="#__codelineno-13-9"></a>
|
|
<a id="__codelineno-13-10" name="__codelineno-13-10" href="#__codelineno-13-10"></a><span class="c1"># Direkte Evaluation</span>
|
|
<a id="__codelineno-13-11" name="__codelineno-13-11" href="#__codelineno-13-11"></a><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">judge</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span>
|
|
<a id="__codelineno-13-12" name="__codelineno-13-12" href="#__codelineno-13-12"></a> <span class="n">response</span><span class="o">=</span><span class="s2">"Der Satz des Pythagoras..."</span><span class="p">,</span>
|
|
<a id="__codelineno-13-13" name="__codelineno-13-13" href="#__codelineno-13-13"></a> <span class="n">task_type</span><span class="o">=</span><span class="s2">"learning_math"</span><span class="p">,</span>
|
|
<a id="__codelineno-13-14" name="__codelineno-13-14" href="#__codelineno-13-14"></a> <span class="n">context</span><span class="o">=</span><span class="p">{</span><span class="s2">"user_input"</span><span class="p">:</span> <span class="s2">"Was ist Pythagoras?"</span><span class="p">}</span>
|
|
<a id="__codelineno-13-15" name="__codelineno-13-15" href="#__codelineno-13-15"></a><span class="p">)</span>
|
|
<a id="__codelineno-13-16" name="__codelineno-13-16" href="#__codelineno-13-16"></a>
|
|
<a id="__codelineno-13-17" name="__codelineno-13-17" href="#__codelineno-13-17"></a><span class="k">if</span> <span class="n">result</span><span class="p">[</span><span class="s2">"verdict"</span><span class="p">]</span> <span class="o">==</span> <span class="s2">"production_ready"</span><span class="p">:</span>
|
|
<a id="__codelineno-13-18" name="__codelineno-13-18" href="#__codelineno-13-18"></a> <span class="c1"># Response ist OK</span>
|
|
<a id="__codelineno-13-19" name="__codelineno-13-19" href="#__codelineno-13-19"></a> <span class="k">pass</span>
|
|
</code></pre></div>
|
|
<h2 id="tests">Tests<a class="headerlink" href="#tests" title="Permanent link">¶</a></h2>
|
|
<div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="c1"># In agent-core Verzeichnis</span>
|
|
<a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a><span class="nb">cd</span><span class="w"> </span>agent-core
|
|
<a id="__codelineno-14-3" name="__codelineno-14-3" href="#__codelineno-14-3"></a>
|
|
<a id="__codelineno-14-4" name="__codelineno-14-4" href="#__codelineno-14-4"></a><span class="c1"># Alle Tests ausfuehren</span>
|
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<a id="__codelineno-14-5" name="__codelineno-14-5" href="#__codelineno-14-5"></a>pytest<span class="w"> </span>-v
|
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<a id="__codelineno-14-6" name="__codelineno-14-6" href="#__codelineno-14-6"></a>
|
|
<a id="__codelineno-14-7" name="__codelineno-14-7" href="#__codelineno-14-7"></a><span class="c1"># Mit Coverage</span>
|
|
<a id="__codelineno-14-8" name="__codelineno-14-8" href="#__codelineno-14-8"></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-14-9" name="__codelineno-14-9" href="#__codelineno-14-9"></a>
|
|
<a id="__codelineno-14-10" name="__codelineno-14-10" href="#__codelineno-14-10"></a><span class="c1"># Einzelnes Test-Modul</span>
|
|
<a id="__codelineno-14-11" name="__codelineno-14-11" href="#__codelineno-14-11"></a>pytest<span class="w"> </span>tests/test_session_manager.py<span class="w"> </span>-v
|
|
<a id="__codelineno-14-12" name="__codelineno-14-12" href="#__codelineno-14-12"></a>
|
|
<a id="__codelineno-14-13" name="__codelineno-14-13" href="#__codelineno-14-13"></a><span class="c1"># Async-Tests</span>
|
|
<a id="__codelineno-14-14" name="__codelineno-14-14" href="#__codelineno-14-14"></a>pytest<span class="w"> </span>tests/test_message_bus.py<span class="w"> </span>-v
|
|
</code></pre></div>
|
|
<h2 id="metriken">Metriken<a class="headerlink" href="#metriken" title="Permanent link">¶</a></h2>
|
|
<p>Das Agent-Core exportiert folgende Metriken:</p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Metrik</th>
|
|
<th>Beschreibung</th>
|
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</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><code>agent_session_duration_seconds</code></td>
|
|
<td>Dauer von Agent-Sessions</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_heartbeat_delay_seconds</code></td>
|
|
<td>Zeit seit letztem Heartbeat</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_message_latency_ms</code></td>
|
|
<td>Latenz der Inter-Agent Kommunikation</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_memory_access_total</code></td>
|
|
<td>Memory-Zugriffe pro Agent</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>agent_error_total</code></td>
|
|
<td>Fehler pro Agent-Typ</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<h2 id="naechste-schritte">Naechste Schritte<a class="headerlink" href="#naechste-schritte" title="Permanent link">¶</a></h2>
|
|
<ol>
|
|
<li><strong>Migration ausfuehren</strong>: <code>psql -f backend/migrations/add_agent_core_tables.sql</code></li>
|
|
<li><strong>Voice-Service erweitern</strong>: Enhanced Orchestrator aktivieren</li>
|
|
<li><strong>BQAS integrieren</strong>: Quality Judge Agent starten</li>
|
|
<li><strong>Monitoring aufsetzen</strong>: Metriken in Grafana integrieren</li>
|
|
</ol>
|
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