kb/concepts/ bekommt Areas: layout: fuer concept, Area-Titel aus jedem Type-Spec, Schwellen-Empfehlung im lint (schliesst #59)
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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---
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type: types/concept.md
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concept_type: architecture
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tags: [implementation, modular, levels, adoption]
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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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- rests-on: LLM Wiki Pattern
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- composition: Memory Lifecycle
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- composition: Knowledge Graph
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- composition: Event-Driven Automation
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- composition: Multi-Agent Collaboration
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- composition: Privacy and Governance
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- composition: Crystallization
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sources: [Source - LLM Wiki v2]
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confidence: 0.90
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confidence_base: 0.90
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provenance: sourced
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summary: Modularer Einführungspfad für die Funktionen von LLM Wiki v2, vom minimal tragfähigen Wiki bis zur vollen Umsetzung mit Automatisierung und Governance.
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---
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# Implementation Spectrum
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**Typ:** Architecture (Modularer Adoptionspfad)
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## Definition
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Das Implementation Spectrum erkennt an, dass **alle Features des LLM Wiki v2 modular sind** - nicht alles ist am ersten Tag erforderlich. Dies bietet einen **progressiven Adoptionspfad** von minimalem praktikablem Wiki bis zu einem vollständig ausgestatteten Wissensmanagementsystem.
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## Kernpunkte
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### Das Spektrum
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Alle Features in [[LLM Wiki Pattern]] v2 können schrittweise eingeführt werden:
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```
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┌─────────────────────────────────────────────────────────────┐
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│ VOLLSTÄNDIGE IMPLEMENTIERUNG │
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│ Memory Lifecycle + Knowledge Graph + Skalierbare Suche + │
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│ Event-Driven Automation + Qualitätskontrollen + │
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│ Multi-Agent-Zusammenarbeit + Datenschutz & Governance + │
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│ Kristallisierung + Implementation Spectrum │
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└─────────────────────────────────────────────────────────────┘
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↑
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│ Zusammenarbeit hinzufügen
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ SKALIERUNG HINZUFÜGEN │
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│ Hybrid Search + Consolidation Tiers + Qualitätsbewertung │
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└─────────────────────────────────────────────────────────────┘
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↑
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│ Automatisierung hinzufügen
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ AUTOMATISIERUNG HINZUFÜGEN │
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│ Hooks für Auto-Ingest, Auto-Lint, Context Injection │
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└─────────────────────────────────────────────────────────────┘
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↑
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│ Struktur hinzufügen
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ STRUKTUR HINZUFÜGEN │
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│ Entity Extraction + Typisierte Beziehungen + Knowledge Graph│
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└─────────────────────────────────────────────────────────────┘
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↑
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│ Lebenszyklus hinzufügen
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ LEBENSZYKLUS HINZUFÜGEN │
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│ Confidence Scoring + Supersession + Grundlegender Verfall │
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└─────────────────────────────────────────────────────────────┘
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↑
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│ Hier beginnen
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ MINIMALES PRAKTIKABLES WIKI │
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│ Raw-Quellen + Wiki-Seiten + index.md + Schema (AGENTS.md) │
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└─────────────────────────────────────────────────────────────┘
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```
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### Level-Details
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#### Level 0: Minimales praktikables Wiki
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**Hier beginnen** - Dies ist ungefähr das, was das ursprüngliche [[LLM Wiki Pattern]] beschreibt.
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**Komponenten:**
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- `raw/` - Unveränderbare Quelldokumente
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- `kb/` - Von LLM generierte Markdown-Seiten
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- `kb/index.md` - Inhaltskatalog
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- `kb/log.md` - Chronologischer Datensatz
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- `AGENTS.md` - Schema zur Definition von Workflows
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**Operationen:** Manueller Ingest, Abfrage, Lint
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**Wann nutzen:** Einstieg, kleine Wikis, Mustererlernung
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**Seiten:** ~1-100
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---
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#### Level 1: Lebenszyklus hinzufügen
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Verhindert, dass das Wiki zu einer Rumpelkammer wird.
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**Hinzufügen:**
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- [[Confidence Scoring]] - Jeder Fakt trägt eine Zuverlässigkeitsbewertung
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- [[Supersession]] - Neue Informationen ersetzen explizit alte
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- Grundlegendes [[Forgetting]] - Aufbewahrungsverfall für alte Informationen
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**Wann hinzufügen:** Wenn bemerkt wird, dass veraltete Informationen persistieren
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**Seiten:** ~100-500
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---
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#### Level 2: Struktur hinzufügen
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Verbessert Abfragen und enthüllt Verbindungen, die bei flachen Seiten vermisst würden.
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**Hinzufügen:**
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- [[Entity Extraction]] - Strukturierte Entitäten aus Quellen extrahieren
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- [[Typed Relationships]] - Typisierte Links verwenden (hängt ab von, nutzt, etc.)
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- [[Knowledge Graph]] - Graph-Ebene für Navigation und Entdeckung
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**Wann hinzufügen:** Wenn Verbindungen über viele Seiten hinweg gefunden werden müssen
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**Seiten:** ~500-2000
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---
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#### Level 3: Automatisierung hinzufügen
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Wo die Wartungslast auf nahe Null sinkt.
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**Hinzufügen:**
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- [[Event-Driven Automation]] - Hooks für Auto-Ingest, Auto-Lint, etc.
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- [[Hooks]] - Event-Listener für verschiedene Auslöser
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**Wann hinzufügen:** Wenn manuelle Wartung zur Last wird
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**Seiten:** Beliebige Größe
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---
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#### Level 4: Skalierung hinzufügen
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Was benötigt wird, wenn das Wiki über ein paar hundert Seiten hinauswächst.
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**Hinzufügen:**
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- [[Hybrid Search]] - BM25 + Vector + Graph Traversal
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- [[Consolidation Tiers]] - Gestaffelte Memory-Architektur
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- [[Quality Scoring]] - Qualitätskennzahlen für alle Inhalte
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**Wann hinzufügen:** Wenn die Suchleistung degradiert oder index.md unhandlich wird
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**Seiten:** ~1000+
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---
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#### Level 5: Zusammenarbeit hinzufügen
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Für Teams oder Multi-Agent-Setups.
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**Hinzufügen:**
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- [[Multi-Agent Collaboration]] - Mesh Sync, gemeinsame/private Gültigkeitsbereiche
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- [[Mesh Sync]] - Beobachtungen von parallelen Agenten zusammenführen
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- [[Work Coordination]] - Leichte Aufgabenverfolgung
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**Wann hinzufügen:** Wenn mehrere Agenten oder Personen beitragen
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**Seiten:** Beliebige Größe, mehrere Mitwirkende
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---
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#### Level 6: Governance hinzufügen
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Für Produktionsumgebungen.
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**Hinzufügen:**
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- [[Privacy and Governance]] - Filter beim Ingest, Audit Trail
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- [[Filter on Ingest]] - Sensible Daten automatisch entfernen
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- [[Audit Trail]] - Alle Operationen protokollieren
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- [[Bulk Operations]] - Geprüfte, reversible Massenoperationen
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**Wann hinzufügen:** Bei sensiblen Daten oder Compliance-Anforderungen
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**Seiten:** Beliebige Größe, sensible Daten
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---
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#### Level 7: Kristallisierung hinzufügen
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Maximale Wissensverflechtung.
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**Hinzufügen:**
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- [[Crystallization]] - Erkundungen in strukturiertes Wissen destillieren
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**Wann hinzufügen:** Wenn maximale Rendite aus Forschungs-/Debug-Sitzungen gewünscht wird
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**Seiten:** Beliebige Größe, forschungsintensiv
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## Anleitung zur Einführung
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### Den Eintrittspunkt wählen
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Die Startebene basierend auf den Anforderungen wählen:
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| Bedarf | Start bei | Dann hinzufügen |
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|------|----------|----------|
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| Persönliches Wissensmanagement | Level 0 | Level 1, dann je nach Bedarf |
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| Team-Dokumentation | Level 0 oder 1 | Level 5, dann Level 6 |
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| Forschungsprojekt | Level 0 | Level 2, dann Level 7 |
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| Produktions-Wissensdatenbank | Level 1 | Level 3, dann Level 6 |
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| Großes Wiki | Level 3 | Level 4, dann andere |
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### Migrationspfad
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Sie können jederzeit zwischen Ebenen migrieren. Jede Ebene **baut auf** der vorherigen auf:
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```
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Level 0 → Level 1 → Level 2 → Level 3 → Level 4 → Level 5 → Level 6 → Level 7
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```
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**Hinweis:** Level 2, 4 und 5 haben externe Abhängigkeiten (Graphdatenbank, Vektorsuche, etc.), die möglicherweise zusätzliche Infrastruktur erfordern.
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## Vorteile
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- **Niedrige Eintrittsbarriere:** Einfach beginnen, bei Bedarf Komplexität hinzufügen
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- **Flexibilität:** Nur die Features wählen, die erforderlich sind
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- **Skalierbarkeit:** Jede Ebene verarbeitet mehr Skala als die vorherige
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- **Zukunftssicher:** Features können schrittweise hinzugefügt werden
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- **Kostengünstig:** Nicht für Komplexität zahlen, die nicht erforderlich ist
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## Wann zu verwenden
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- **Immer:** Auf Level 0 oder 1 starten
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- **Je nach Bedarf:** Ebenen hinzufügen, wenn auf Grenzen gestoßen wird
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- **Nie:** Nicht alle Ebenen auf einmal implementieren (zu viel Komplexität)
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## Verwandte Concepts
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- [[Hybrid Search]] - Level-4-Erweiterung
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## Siehe auch
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- [[Three-Layer Architecture]] (Grundlage für alle Ebenen)
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- [[Agent Memory]] (Implementierung höherer Ebenen)
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<!-- wikitool:links -->
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## Beziehungen
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- **rests-on:** [[LLM Wiki Pattern]]
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- **composition:** [[Memory Lifecycle]]
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- **composition:** [[Knowledge Graph]]
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- **composition:** [[Event-Driven Automation]]
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- **composition:** [[Multi-Agent Collaboration]]
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- **composition:** [[Privacy and Governance]]
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- **composition:** [[Crystallization]]
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<!-- /wikitool:links -->
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