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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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4.9 KiB
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141 lines
4.9 KiB
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---
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type: types/concept.md
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concept_type: workflow
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tags: [multi-agent, collaboration, sync, coordination]
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created: 2026-07-26
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modified: 2026-08-29
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related:
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- exemplifies: LLM Wiki Pattern
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- see-also: Memory Lifecycle
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- composition: Mesh Sync
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- composition: Shared vs Private
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- composition: Work Coordination
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sources: [Source - LLM Wiki v2]
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confidence: 0.85
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confidence_base: 0.85
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provenance: sourced
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summary: Wissensmanagement mit mehreren Agenten; erweitert das LLM-Wiki-Muster um Mesh Sync, die Trennung von geteiltem und privatem Wissen und leichtgewichtige Arbeitskoordination.
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---
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# Multi-Agent Collaboration
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**Typ:** Workflow (Multi-Agent Knowledge Management)
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## Definition
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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.
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## Kernpunkte
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### Das Problem
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Single-Agent-Annahmen scheitern, wenn:
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- Mehrere Agenten parallel arbeiten (verschiedene Coding-Sessions, Recherchethreads)
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- Mehrere Menschen zur gleichen Knowledge Base beitragen
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- Wissen über Sessions oder Benutzer hinweg geteilt werden muss
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- Koordination erforderlich ist, um doppelte Arbeit zu verhindern
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### Die Lösung: Drei Komponenten
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**1. Mesh Sync**
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Wenn mehrere Agenten parallel arbeiten, müssen ihre Beobachtungen in ein gemeinsames Wiki zusammengeführt werden:
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- **Standardstrategie:** Last-Write-Wins in den meisten Fällen
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- **Konfliktauflösung:** Zeitstempel-basiert mit manueller Anpassung
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- **Merge-Strategie:**
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- Kein Konflikt: Beide Aktualisierungen akzeptieren
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- Konflikt: Neuere bevorzugen oder zur menschlichen Überprüfung kennzeichnen
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- Semantischer Konflikt: [[Contradiction Resolution]] auslösen
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**Implementierung:**
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```
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Agent A writes: "API rate limit is 100 req/min" (timestamp: 10:00:00)
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Agent B writes: "API rate limit is 100 req/min" (timestamp: 10:00:05)
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Result: Accept B (last-write-wins, no conflict)
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Agent A writes: "API rate limit is 100 req/min" (timestamp: 10:00:00)
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Agent B writes: "API rate limit is 200 req/min" (timestamp: 10:00:05)
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Result: Flag for human review (conflict)
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```
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**2. Shared vs. Private Knowledge**
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Nicht alles Wissen sollte gleichermaßen geteilt werden:
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| Bereich | Beschreibung | Beispiel |
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|-------|-------------|---------|
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| **Private** | Persönliche Beobachtungen, Vorlieben, Workflows | "Mein bevorzugter Editor ist VS Code" |
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| **Shared** | Team-/Projektwissen, Entscheidungen, Architektur | "Projekt X verwendet Redis zum Caching" |
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**Promotionsmodell:**
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- Mit privaten Beobachtungen beginnen
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- Zu Shared promovieren, wenn:
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- Information über mehrere Agenten überprüft ist
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- Information allgemein nützlich ist (nicht persönlich)
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- Mensch explizit als Shared markiert
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**3. Work Coordination**
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Einfache Koordination, um doppelte Arbeit zu verhindern und Fortschritt zu verfolgen:
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**Verfolgung:**
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- Wer arbeitet an was
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- Was ist blockiert (und warum)
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- Was ist fertig
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- Was braucht Überprüfung
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**Implementierung:**
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- Statusfeld auf Seiten: `in-progress`, `blocked`, `done`, `needs-review`
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- Zuständigkeitsfeld: Welcher Agent/welche Person ist verantwortlich
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- Blockierungsbeziehungen: Seite A blockiert Seite B
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**Kein vollständiges Task-Management-System** - nur genug, um doppelte Arbeit zu verhindern.
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## Implementierung
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Basierend auf [[Agent Memory]]-Erfahrung:
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1. **Mesh Sync aktivieren** mit Konfliktauflösung
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2. **Scoping implementieren** (privat vs. geteilt)
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3. **Einfache Koordinationsfelder** zu Seiten hinzufügen
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4. **Mit [[Event-Driven Automation]]** für Sync-Trigger integrieren
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5. **Alle Multi-Agent-Operationen** in [[Audit Trail]] protokollieren
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## Vorteile
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- **Kollaboration:** Mehrere Agenten können zur gleichen Knowledge Base beitragen
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- **Effizienz:** Verhindert doppelte Arbeit
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- **Flexibilität:** Unterstützt sowohl persönliches als auch Team-Wissen
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- **Skalierbarkeit:** Funktioniert mit beliebig vielen Agenten
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- **Transparenz:** Klare Sicht darauf, wer was tut
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## Wann zu verwenden
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- Team-Umgebungen mit mehreren Benutzern
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- Multi-Agent-Setups (parallele Recherche, Coding, etc.)
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- Gemeinsame Knowledge Bases
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- Situationen, die Koordination erfordern
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## Wann NICHT zu verwenden
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- Single-User, Single-Agent-Szenarien
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- Situationen, in denen Einfachheit wichtiger ist als Kollaboration
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- Sehr kleine Knowledge Bases
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## Verwandte Concepts
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- [[Event-Driven Automation]] - Für Sync-Trigger
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- [[Audit Trail]] - Zur Verfolgung von Multi-Agent-Operationen
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## Siehe auch
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- [[Privacy and Governance]] (für Zugriffskontrolle)
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- [[Quality and Self-Correction]] (zur Aufrechterhaltung der Qualität in kollaborativen Einstellungen)
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<!-- wikitool:links -->
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## Beziehungen
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- **exemplifies:** [[LLM Wiki Pattern]]
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- **see-also:** [[Memory Lifecycle]]
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- **composition:** [[Mesh Sync]]
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- **composition:** [[Shared vs Private]]
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- **composition:** [[Work Coordination]]
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<!-- /wikitool:links -->
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