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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+---
+type: types/concept.md
+concept_type: workflow
+tags: [heuristics, stale-claims, change-density, weak-linking]
+created: 2026-08-03
+modified: 2026-08-29
+related:
+  - mechanism: wikitool
+sources: [Source - LLM Improvements Codex Analysis, Source - LLM Improvements Sonnet Analysis]
+confidence: 0.80
+confidence_base: 0.80
+provenance: sourced
+summary: "Maschinelle Heuristiken zur Priorisierung der semantischen Pr\xFCfung: veraltete Aussagen, hohe \xC4nderungsdichte und schwache Verlinkung"
+---
+# Semantic Lint Automation
+
+**Typ:** workflow
+
+## Definition
+
+Semantic Lint Automation bezieht sich auf Maschinen-Heuristiken, die potenzielle semantische Probleme im Wiki identifizieren und eine priorisierte Liste zur menschlichen oder LLM-Überprüfung bereitstellen. Im Gegensatz zu strukturellem Linting (das auf definite Fehler wie kaputte Links prüft), nutzt semantisches Linting Muster und Metriken, um wahrscheinliche Probleme zu kennzeichnen, die Urteile erfordern.
+
+## Kernpunkte
+
+- **Heuristisch-basiert:** Nutzt automatisierte Erkennung von Mustern, die mit semantischen Problemen korrelieren
+- **Priorisierung:** Ordnet Befunde nach wahrscheinlichem Schweregrad oder Auswirkungen
+- **Nicht-deterministisch:** Ergebnisse können variieren und erfordern menschliches Urteil
+- **Ergänzt strukturelles Linting:** Funktioniert neben dem bestehenden deterministischen `wikitool lint`
+
+## Heuristiken
+
+- **Veraltete Aussagen:** Identifiziert Fakten, die nicht kürzlich bestätigt wurden (z. B. >90 Tage)
+- **Hohe Änderungsdichte:** Kennzeichnet Seiten mit vielen neuen Änderungen, die überprüft werden müssen
+- **Schwache Verlinkung:** Findet Seiten, die Entities/Concepts erwähnen, aber nicht darauf verlinken
+- **Niedriges Vertrauen:** Identifiziert Aussagen mit Vertrauens-Scores unter Schwellenwerten
+- **Sonnet-Verbesserung:** Könnte Zeilenzahl-Ausreißer (Seitenqualitätsschwellen) und Index-Abschnittsgröße-Prüfungen einbeziehen[^s-llm-improvements-sonnet-analysis]
+
+## Beispiele
+
+- Kennzeichnung: "Seite X erwähnt 'MQTT' 5 Mal, hat aber keinen [[MQTT]]-Link"
+- Kennzeichnung: "Seite Y hat 15 Änderungen in der letzten Woche - potenzial für Inkonsistenzen"
+- Kennzeichnung: "Aussage über Version 2.0.0 auf Seite Z wurde zuletzt vor 120 Tagen bestätigt"
+
+## Wann zu verwenden
+
+- Während regelmäßiger Wartung
+- Vor größeren Operationen (publish, archive)
+- Um Bereiche zu identifizieren, die Aufmerksamkeit benötigen
+
+## Wann NICHT zu verwenden
+
+- Als Ersatz für menschliches Urteil
+- Für definitive Fehlererkennung (verwenden Sie stattdessen strukturelles Linting)
+
+## Verwandte Concepts
+
+- [[Lint Workflow]] (vorhandenes Konzept für strukturelles Linting)
+- [[Confidence Scoring]] (wird verwendet, um Aussagen mit niedrigem Vertrauen zu identifizieren)
+- [[Source - LLM Improvements Codex Analysis]][^s-llm-improvements-codex-analysis]
+
+## Beziehungen
+
+## Siehe auch
+
+- [[Source - LLM Improvements Codex Analysis]]
+- [[Source - LLM Improvements Sonnet Analysis]]
+
+## Fußnoten
+
+[^s-llm-improvements-sonnet-analysis]: [[Source - LLM Improvements Sonnet Analysis]]
+[^s-llm-improvements-codex-analysis]: [[Source - LLM Improvements Codex Analysis]]
+
+<!-- wikitool:links -->
+## Beziehungen
+
+- **mechanism:** [[wikitool]]
+<!-- /wikitool:links -->