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Files changed: - CHANGES.md - README.md - VERSION - kb/concepts/Ambient Environment Dependency.md - kb/concepts/Anti-Cramming Heuristic.md - kb/concepts/Audit Trail.md - kb/concepts/BM25.md - kb/concepts/Bulk Operations.md - kb/concepts/CI Integration.md - kb/concepts/COLLECTION.md - kb/concepts/CPPC.md - kb/concepts/Checkpoint Audit.md - kb/concepts/Claude Code Auto Mode.md - kb/concepts/Command Round-Trip Integrity.md - kb/concepts/Confidence Scoring.md - kb/concepts/Consolidation Tiers.md - kb/concepts/Content Quality Control.md - kb/concepts/Context Isolation.md - kb/concepts/Contradiction Resolution.md - kb/concepts/Cross-platform Agent Skills.md - kb/concepts/Crystallization.md - kb/concepts/Delete Rather Than Anonymize.md - kb/concepts/Denylist over Allowlist.md - kb/concepts/Detect-Repair Asymmetry.md - kb/concepts/Diff-Reviewable Agent Edits.md - kb/concepts/Dual Licensing by File Plan.md - kb/concepts/Entity Extraction.md - kb/concepts/Episodic Memory.md - kb/concepts/Event-Driven Automation.md - kb/concepts/Filter on Ingest.md - kb/concepts/Forgetting.md - kb/concepts/Graph Traversal.md - kb/concepts/Green Suite Blind Spot.md - kb/concepts/Hooks.md - kb/concepts/Hybrid Search.md - kb/concepts/INDEX.md - kb/concepts/Implementation Spectrum.md - kb/concepts/Index Scaling.md - kb/concepts/Issue Label Scheme.md - kb/concepts/Iteration and Cost Limits.md - kb/concepts/KB Migration.md - kb/concepts/KB Stack Versioning.md - kb/concepts/Knowledge Compounding.md - kb/concepts/Knowledge Graph.md - kb/concepts/LLM Wiki Pattern.md - kb/concepts/Lint Workflow.md - kb/concepts/MCP-Leseserver.md - kb/concepts/Mass-Update Gate.md - kb/concepts/Memory Lifecycle.md - kb/concepts/Mesh Sync.md - kb/concepts/Modbus.md - kb/concepts/Multi-Agent Collaboration.md - kb/concepts/Naming Convention Conflict.md - kb/concepts/OKF Compatibility.md - kb/concepts/Optional Instance Context File.md - kb/concepts/Personalization Plane.md - kb/concepts/Privacy and Governance.md - kb/concepts/Procedural Memory.md - kb/concepts/Publish-Remote Gate.md - kb/concepts/Quality Scoring.md - kb/concepts/Quality and Self-Correction.md - kb/concepts/RAG.md - kb/concepts/Reciprocal Rank Fusion.md - kb/concepts/SSD TRIM.md - kb/concepts/Scale Ceiling.md - kb/concepts/Self-Healing.md - kb/concepts/Semantic Lint Automation.md - kb/concepts/Semantic Memory.md - kb/concepts/Session Orientation.md - kb/concepts/Shared vs Private.md - kb/concepts/Split Merge Reclassify.md - kb/concepts/Split Threshold.md - kb/concepts/Structural Enforcement over Documented Rule.md - kb/concepts/Stub Threshold.md - kb/concepts/Supersession.md - kb/concepts/Three-Layer Architecture.md - kb/concepts/Token Economics.md - kb/concepts/Typed Relationships.md - kb/concepts/User Management.md - kb/concepts/Vector Search.md - kb/concepts/Work Coordination.md - kb/concepts/Workflow Extraction.md - kb/concepts/Workflow Orchestration.md - kb/concepts/Working Memory.md - kb/concepts/Write-Once Frontmatter Fields.md - kb/concepts/architectures/Consolidation Tiers.md - kb/concepts/architectures/Context Isolation.md - kb/concepts/architectures/Cross-platform Agent Skills.md - kb/concepts/architectures/Episodic Memory.md - kb/concepts/architectures/Hybrid Search.md - kb/concepts/architectures/Implementation Spectrum.md - kb/concepts/architectures/Knowledge Graph.md - kb/concepts/architectures/LLM Wiki Pattern.md - kb/concepts/architectures/MCP-Leseserver.md - kb/concepts/architectures/Memory Lifecycle.md - kb/concepts/architectures/OKF Compatibility.md - kb/concepts/architectures/Optional Instance Context File.md - kb/concepts/architectures/Personalization Plane.md - kb/concepts/architectures/Procedural Memory.md - kb/concepts/architectures/RAG.md - kb/concepts/architectures/Scale Ceiling.md - kb/concepts/architectures/Semantic Memory.md - kb/concepts/architectures/Three-Layer Architecture.md - kb/concepts/architectures/Token Economics.md - kb/concepts/architectures/Working Memory.md - kb/concepts/decisions/Delete Rather Than Anonymize.md - kb/concepts/decisions/Denylist over Allowlist.md - kb/concepts/decisions/Diff-Reviewable Agent Edits.md - kb/concepts/decisions/Dual Licensing by File Plan.md - kb/concepts/decisions/Issue Label Scheme.md - kb/concepts/decisions/KB Stack Versioning.md - kb/concepts/decisions/Structural Enforcement over Documented Rule.md - kb/concepts/patterns/Audit Trail.md - kb/concepts/patterns/BM25.md - kb/concepts/patterns/Command Round-Trip Integrity.md - kb/concepts/patterns/Confidence Scoring.md - kb/concepts/patterns/Contradiction Resolution.md - kb/concepts/patterns/Entity Extraction.md - kb/concepts/patterns/Filter on Ingest.md - kb/concepts/patterns/Forgetting.md - kb/concepts/patterns/Graph Traversal.md - kb/concepts/patterns/Mesh Sync.md - kb/concepts/patterns/Quality Scoring.md - kb/concepts/patterns/Reciprocal Rank Fusion.md - kb/concepts/patterns/Self-Healing.md - kb/concepts/patterns/Shared vs Private.md - kb/concepts/patterns/Typed Relationships.md - kb/concepts/patterns/Vector Search.md - kb/concepts/patterns/Work Coordination.md - kb/concepts/problems/Ambient Environment Dependency.md - kb/concepts/problems/Detect-Repair Asymmetry.md - kb/concepts/problems/Green Suite Blind Spot.md - kb/concepts/problems/Naming Convention Conflict.md - kb/concepts/problems/Write-Once Frontmatter Fields.md - kb/concepts/protocols/CPPC.md - kb/concepts/protocols/Modbus.md - kb/concepts/protocols/SSD TRIM.md - kb/concepts/workflows/Anti-Cramming Heuristic.md - kb/concepts/workflows/Bulk Operations.md - kb/concepts/workflows/CI Integration.md - kb/concepts/workflows/Checkpoint Audit.md - kb/concepts/workflows/Claude Code Auto Mode.md - kb/concepts/workflows/Content Quality Control.md - kb/concepts/workflows/Crystallization.md - kb/concepts/workflows/Event-Driven Automation.md - kb/concepts/workflows/Hooks.md - kb/concepts/workflows/Index Scaling.md - kb/concepts/workflows/Iteration and Cost Limits.md - kb/concepts/workflows/KB Migration.md - kb/concepts/workflows/Knowledge Compounding.md - kb/concepts/workflows/Lint Workflow.md - kb/concepts/workflows/Mass-Update Gate.md - kb/concepts/workflows/Multi-Agent Collaboration.md - kb/concepts/workflows/Privacy and Governance.md - kb/concepts/workflows/Publish-Remote Gate.md - kb/concepts/workflows/Quality and Self-Correction.md - kb/concepts/workflows/Semantic Lint Automation.md - kb/concepts/workflows/Session Orientation.md - kb/concepts/workflows/Split Merge Reclassify.md - kb/concepts/workflows/Split Threshold.md - kb/concepts/workflows/Stub Threshold.md - kb/concepts/workflows/Supersession.md - kb/concepts/workflows/User Management.md - kb/concepts/workflows/Workflow Extraction.md - kb/concepts/workflows/Workflow Orchestration.md - kb/index.md - kb/log.md - tools/CONTRACT.md - tools/README.md - tools/chemenu/catalog.py - tools/chemenu/commands/index_build.py - tools/chemenu/lint_core.py - tools/chemenu/tests/conftest.py - tools/chemenu/tests/test_cite_cmd.py - tools/chemenu/tests/test_git_publish.py - tools/chemenu/tests/test_index_build.py - tools/chemenu/tests/test_lint.py - tools/chemenu/tests/test_new_page.py - tools/chemenu/tests/test_provenance.py - tools/chemenu/tests/test_type_resolver.py - tools/chemenu/tests/test_xref.py - types/concept.md - types/type-spec.md
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type, concept_type, tags, created, modified, related, sources, confidence, confidence_base, provenance, summary
| type | concept_type | tags | created | modified | related | sources | confidence | confidence_base | provenance | summary | ||||||||||||||||||||
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| types/concept.md | workflow |
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2026-07-26 | 2026-08-29 |
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0.85 | 0.85 | sourced | Wissensmanagement mit mehreren Agenten; erweitert das LLM-Wiki-Muster um Mesh Sync, die Trennung von geteiltem und privatem Wissen und leichtgewichtige Arbeitskoordination. |
Multi-Agent Collaboration
Typ: Workflow (Multi-Agent Knowledge Management)
Definition
Multi-Agent Collaboration behandelt die Realität, dass viele praktische Anwendungsfälle mehrere Agenten oder mehrere Menschen beinhalten, die zur gleichen Knowledge Base beitragen. Das ursprüngliche LLM-Wiki-Pattern ist Single-User, Single-Agent; v2 erweitert es auf Kollaborationsszenarien.
Kernpunkte
Das Problem
Single-Agent-Annahmen scheitern, wenn:
- Mehrere Agenten parallel arbeiten (verschiedene Coding-Sessions, Recherchethreads)
- Mehrere Menschen zur gleichen Knowledge Base beitragen
- Wissen über Sessions oder Benutzer hinweg geteilt werden muss
- Koordination erforderlich ist, um doppelte Arbeit zu verhindern
Die Lösung: Drei Komponenten
1. Mesh Sync Wenn mehrere Agenten parallel arbeiten, müssen ihre Beobachtungen in ein gemeinsames Wiki zusammengeführt werden:
- Standardstrategie: Last-Write-Wins in den meisten Fällen
- Konfliktauflösung: Zeitstempel-basiert mit manueller Anpassung
- Merge-Strategie:
- Kein Konflikt: Beide Aktualisierungen akzeptieren
- Konflikt: Neuere bevorzugen oder zur menschlichen Überprüfung kennzeichnen
- Semantischer Konflikt: Contradiction Resolution auslösen
Implementierung:
Agent A writes: "API rate limit is 100 req/min" (timestamp: 10:00:00)
Agent B writes: "API rate limit is 100 req/min" (timestamp: 10:00:05)
Result: Accept B (last-write-wins, no conflict)
Agent A writes: "API rate limit is 100 req/min" (timestamp: 10:00:00)
Agent B writes: "API rate limit is 200 req/min" (timestamp: 10:00:05)
Result: Flag for human review (conflict)
2. Shared vs. Private Knowledge Nicht alles Wissen sollte gleichermaßen geteilt werden:
| Bereich | Beschreibung | Beispiel |
|---|---|---|
| Private | Persönliche Beobachtungen, Vorlieben, Workflows | "Mein bevorzugter Editor ist VS Code" |
| Shared | Team-/Projektwissen, Entscheidungen, Architektur | "Projekt X verwendet Redis zum Caching" |
Promotionsmodell:
- Mit privaten Beobachtungen beginnen
- Zu Shared promovieren, wenn:
- Information über mehrere Agenten überprüft ist
- Information allgemein nützlich ist (nicht persönlich)
- Mensch explizit als Shared markiert
3. Work Coordination Einfache Koordination, um doppelte Arbeit zu verhindern und Fortschritt zu verfolgen:
Verfolgung:
- Wer arbeitet an was
- Was ist blockiert (und warum)
- Was ist fertig
- Was braucht Überprüfung
Implementierung:
- Statusfeld auf Seiten:
in-progress,blocked,done,needs-review - Zuständigkeitsfeld: Welcher Agent/welche Person ist verantwortlich
- Blockierungsbeziehungen: Seite A blockiert Seite B
Kein vollständiges Task-Management-System - nur genug, um doppelte Arbeit zu verhindern.
Implementierung
Basierend auf Agent Memory-Erfahrung:
- Mesh Sync aktivieren mit Konfliktauflösung
- Scoping implementieren (privat vs. geteilt)
- Einfache Koordinationsfelder zu Seiten hinzufügen
- Mit Event-Driven Automation für Sync-Trigger integrieren
- Alle Multi-Agent-Operationen in Audit Trail protokollieren
Vorteile
- Kollaboration: Mehrere Agenten können zur gleichen Knowledge Base beitragen
- Effizienz: Verhindert doppelte Arbeit
- Flexibilität: Unterstützt sowohl persönliches als auch Team-Wissen
- Skalierbarkeit: Funktioniert mit beliebig vielen Agenten
- Transparenz: Klare Sicht darauf, wer was tut
Wann zu verwenden
- Team-Umgebungen mit mehreren Benutzern
- Multi-Agent-Setups (parallele Recherche, Coding, etc.)
- Gemeinsame Knowledge Bases
- Situationen, die Koordination erfordern
Wann NICHT zu verwenden
- Single-User, Single-Agent-Szenarien
- Situationen, in denen Einfachheit wichtiger ist als Kollaboration
- Sehr kleine Knowledge Bases
Verwandte Concepts
- Event-Driven Automation - Für Sync-Trigger
- Audit Trail - Zur Verfolgung von Multi-Agent-Operationen
Siehe auch
- Privacy and Governance (für Zugriffskontrolle)
- Quality and Self-Correction (zur Aufrechterhaltung der Qualität in kollaborativen Einstellungen)
Beziehungen
- exemplifies: LLM Wiki Pattern
- see-also: Memory Lifecycle
- composition: Mesh Sync
- composition: Shared vs Private
- composition: Work Coordination