stack: Konfidenz-Mechanismus ersatzlos entfernt, Korpus migriert (schliesst #60, #86)

Files changed: - .wikitool-kb.json - AGENTS.md - CHANGES.md - INSTALL-MCP.md - INSTALL.md - README.md - VERSION - instructions/capture-session.md - instructions/dev/issue-tracking.md - instructions/german-terminology.md - instructions/kb-profiles.md - instructions/migrate-corpus.md - instructions/migrations/5.0.0-confidence-removal.md - instructions/private-instance.md - instructions/setup-instance.md - instructions/wiki-lint/SKILL.md - instructions/wiki-manage/SKILL.md - instructions/wiki-query/SKILL.md - kb/CONTRACT.md - kb/CONVENTIONS.md - kb/CONVENTIONS.md.template - 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/entities/people/Andrej Karpathy.md - kb/entities/people/E3DC GmbH.md - kb/entities/people/Rohit Gupta.md - kb/entities/people/Vannevar Bush.md - kb/entities/projects/BCDModule.md - kb/entities/projects/Chemenu.md - kb/entities/projects/andybalholm-edl.md - kb/entities/projects/goresponsiveness.md - kb/entities/projects/ha-core.md - kb/entities/projects/hacs-e3dc.md - kb/entities/projects/hacs-integration-blueprint.md - kb/entities/projects/llm-wiki-skills.md - kb/entities/projects/plugnburn-edl.md - kb/entities/projects/wiki-skills-vanillaflava.md - kb/entities/projects/wiki-skills.md - kb/entities/systems/AGENTS.md.md - kb/entities/systems/CLAUDE.md.md - kb/entities/systems/E3DC.md - kb/entities/systems/ENVIRONMENT.md.md - kb/entities/systems/Memex.md - kb/entities/systems/Tolkien Gateway.md - kb/entities/technologies/Arch Linux.md - kb/entities/technologies/Disk Encryption.md - kb/entities/technologies/Docker.md - kb/entities/technologies/GRUB.md - kb/entities/technologies/Gitea Actions.md - kb/entities/technologies/Gitea.md - kb/entities/technologies/Go.md - kb/entities/technologies/Home Assistant.md - kb/entities/technologies/Kernel PM Governors.md - kb/entities/technologies/LVM.md - kb/entities/technologies/Linux Kernel.md - kb/entities/technologies/MQTT.md - kb/entities/technologies/OPC UA.md - kb/entities/technologies/Python.md - kb/entities/technologies/Rust.md - kb/entities/technologies/Wine GE.md - kb/entities/technologies/Wine-Staging.md - kb/entities/technologies/acpi-cpufreq.md - kb/entities/technologies/amd-pstate.md - kb/entities/technologies/iii Engine.md - kb/entities/tools/AUR.md - kb/entities/tools/Act Runner.md - kb/entities/tools/Agent Memory.md - kb/entities/tools/Aura.md - kb/entities/tools/Bottles.md - kb/entities/tools/ChatGPT.md - kb/entities/tools/Claude Code.md - kb/entities/tools/Codex CLI.md - kb/entities/tools/Dataview.md - kb/entities/tools/GPG.md - kb/entities/tools/GitHub Copilot.md - kb/entities/tools/Gitea MCP Server.md - kb/entities/tools/Lutris.md - kb/entities/tools/Marp.md - kb/entities/tools/Mistral Vibe.md - kb/entities/tools/NotebookLM.md - kb/entities/tools/Obsidian Web Clipper.md - kb/entities/tools/Obsidian.md - kb/entities/tools/OpenAI Codex.md - kb/entities/tools/OpenCode.md - kb/entities/tools/Pi.md - kb/entities/tools/Proton.md - kb/entities/tools/Steam.md - kb/entities/tools/Wine.md - kb/entities/tools/awesome-llm-wiki.md - kb/entities/tools/farzaa gist.md - kb/entities/tools/gdeploy.md - kb/entities/tools/makepkg.md - kb/entities/tools/pascalandy schema.md - kb/entities/tools/qmd.md - kb/entities/tools/wikitool.md - kb/index.md - kb/log.md - raw/CONTRACT.md - tools/CONTRACT.md - tools/README.md - tools/chemenu/api.py - tools/chemenu/cli.py - tools/chemenu/commands/confidence_decay.py - tools/chemenu/commands/docs_verify.py - tools/chemenu/commands/doctor.py - tools/chemenu/commands/index_build.py - tools/chemenu/commands/new_page.py - tools/chemenu/commands/search.py - tools/chemenu/commands/touch.py - tools/chemenu/commands/version_cmd.py - tools/chemenu/conventions.py - tools/chemenu/corpus_diff.py - tools/chemenu/frontmatter_io.py - tools/chemenu/lint_core.py - tools/chemenu/mcp/server.py - tools/chemenu/page.py - tools/chemenu/search/base.py - tools/chemenu/search/filters.py - tools/chemenu/search/ripgrep.py - tools/chemenu/search/service.py - tools/chemenu/search/types.py - tools/chemenu/tests/conftest.py - tools/chemenu/tests/test_api.py - tools/chemenu/tests/test_confidence_decay.py - tools/chemenu/tests/test_corpus_diff.py - tools/chemenu/tests/test_docs_verify.py - tools/chemenu/tests/test_frontmatter_io.py - tools/chemenu/tests/test_index_build.py - tools/chemenu/tests/test_kb_scan.py - tools/chemenu/tests/test_lint.py - tools/chemenu/tests/test_mcp_server.py - tools/chemenu/tests/test_new_page.py - tools/chemenu/tests/test_page_ops.py - tools/chemenu/tests/test_provenance.py - tools/chemenu/tests/test_raw_cmd.py - tools/chemenu/tests/test_search.py - tools/chemenu/tests/test_touch.py - tools/chemenu/tests/test_type_resolver.py - tools/chemenu/tests/test_version_cmd.py - tools/chemenu/tests/test_xref.py - tools/chemenu/version.py - types/concept.md - types/concept.schema.yaml - types/entity.md - types/entity.schema.yaml - types/instruction.md - types/type-spec.md
2026-09-10 19:51:48 +02:00
parent bb8f956719
commit 54d9540c08
225 changed files with 637 additions and 1145 deletions
@@ -13,7 +13,7 @@ how it works, so it is identical everywhere and `dist export` ships it verbatim.

 **What an instance decides for itself is next door, in
 [kb/CONVENTIONS.md](CONVENTIONS.md)** - the language pages are written in, the headings its two
-generated regions render under, the naming forms, the tone, the confidence rubric. That file binds exactly as this one does; it is simply owned by the instance
+generated regions render under, the naming forms, the tone, the hedging rule. That file binds exactly as this one does; it is simply owned by the instance
 rather than by the stack, so the distribution ships only its `.template` and the instance writes
 the real one. Read both, plus the target collection's `kb/<name>/COLLECTION.md` (also
 instance-owned), before writing or editing a page.
@@ -40,8 +40,6 @@ looks like) are in neither - they belong to the type-specs and are printed by
  - [Generated regions](#generated-regions)
 - [Linking](#linking)
 - [Provenance and citation](#provenance-and-citation)
- [Confidence](#confidence)
-  - [Confidence against source standing](#confidence-against-source-standing)
 - [What does not belong here](#what-does-not-belong-here)
 <!-- /wikitool:toc -->

@@ -267,60 +265,13 @@ Every claim is either traceable to a raw file or explicitly marked as not.
 If no raw file or existing page backs an answer, say so explicitly rather than synthesizing
 one - and never file the synthesized version back into the wiki.

-## Confidence
-
-`confidence_base` is the undecayed score set when a page's content is last confirmed;
-`confidence` is *derived* from it by `tools/wikitool confidence decay` and must never be
-edited directly.
-
-Re-assess a page with `tools/wikitool touch --page "<Title>" --confidence-base <value>`.
-
-What the number *means* - the base score, what raises it and by how much, and how to hedge in
-prose below a threshold - is a rubric rather than a mechanism, so it is
-[kb/CONVENTIONS.md § Confidence rubric](CONVENTIONS.md#confidence-rubric)'s.
-
-### Confidence against source standing
-
-The rubric already asks for an authority judgment ("+0.1 for official documentation, +0.05 for a
-reputable secondary source") without anywhere to record it - source count lives in `sources:`,
-recency in `modified:`, agreement is readable from the prose itself, but the authority term is
-thought, applied, and forgotten; the next person re-derives it from scratch. `raw/CONTRACT.md`'s
-capture fields (`fidelity`, `authority`) make it a recorded fact instead: `lint`
-compares a page's `confidence_base` against the weakest capture standing of its cited sources and
-reports one when the page claims more than its sources can carry.
-
-**A ceiling, not a formula.** `confidence_base` stays hand-set (see above); this only bounds it.
-The reasons are the same two, together: `confidence` is already derived from `confidence_base` by
-one mechanism (`confidence decay`), and a second derivation of the same number would leave two
-disagreeing answers to "what should this be" - and authority is a ceiling a page may fall under by
-independent verification, never a determinant a formula could compute outright. The check is
-therefore advisory, in the same class as `unsharded_collections`: it names a mismatch and asks a
-human to look, it never fails a build.
-
-The ceiling is stack vocabulary (`fidelity`/`authority` are - see `raw/CONTRACT.md`), not an
-instance setting; an instance that disagrees with a specific finding overrides its judgment on
-that one page, rather than reconfiguring the rubric:
-
-| worst `authority` among a page's sources | ceiling | worst `fidelity` among a page's sources | ceiling |
-|---|---|---|---|
-| `normative` | (none) | `verbatim` | (none) |
-| `reporting` | 0.8 | `published` | (none) |
-| `opinion` | 0.6 | `secondhand` | 0.7 |
-| `unknown` | no finding | `nontextual` | 0.7 |
-| | | `unknown` | no finding |
-
-The effective ceiling is the minimum of both columns. `unknown` never triggers a finding on its
-own axis: a backfilled "we don't know" is not a claim about the source, and firing on it would
-report every page citing a source captured before these two fields existed at once, which is
-noise, not a finding.
-
 ## What does not belong here

 - Raw source material - it stays immutable under `raw/`.
 - Type definitions, frontmatter contracts, or templates - those live in `types/`.
 - Procedures for operating the tooling - those live in `instructions/`.
 - **Anything an instance would have to rewrite for itself** - language, naming forms, tone,
-  relationship labels, the confidence rubric. Those are `kb/CONVENTIONS.md`'s, and a sentence
+  relationship labels, the hedging rule. Those are `kb/CONVENTIONS.md`'s, and a sentence
  of that kind here is a sentence the stack ships over the instance's own answer.
 - Rules that apply to only one collection - those belong in that collection's
  `COLLECTION.md`.
@@ -34,7 +34,7 @@ those regions and nothing else. Nothing matches on this text.
 - [Naming](#naming)
 - [Tone](#tone)
 - [Relationship labels](#relationship-labels)
- [Confidence rubric](#confidence-rubric)
+- [Hedging](#hedging)
 - [Keeping this file honest](#keeping-this-file-honest)
 <!-- /wikitool:toc -->

@@ -109,20 +109,21 @@ destination in each `kb/<name>/COLLECTION.md`'s `outbound:` block. `- **depends-
 is what a German page carries, and that is deliberate: the label is an identifier, so translating
 it would make the graph's semantics depend on the prose again.

-## Confidence rubric
+## Hedging

-`confidence_base` is set by hand and `confidence` is derived from it - that mechanism is the
-contract's. What the number *means* is this instance's:
+No number stands in for this any more (Gitea #60): hedge according to what the sources actually
+carry, not against a threshold.

-Base score for a single source is 0.5, adjusted by:
+- `provenance: general` with no `sources:` is general knowledge, and prose says so plainly -
+  "im Allgemeinen", "üblicherweise" - rather than dressing it up as a sourced claim.
+- A page citing an `opinion`-standing source does not speak in the tone of one citing a
+  `normative` one (`raw/CONTRACT.md`'s `authority` axis names the difference). Weigh the
+  weakest source actually relied on for a given sentence, not the page's strongest citation.
+- Where the sources disagree or only partly support a claim, say so in prose -
+  "möglicherweise", "laut X, aber Y widerspricht" - instead of picking a side silently.

- **+0.2 per supporting source** (max +0.6)
- **+0.2** if confirmed <30 days ago, **+0.1** if <90 days
- **+0.1** for official documentation, **+0.05** for a reputable secondary source
- **+0.1** if multiple independent sources agree
-
-In prose, hedge according to the score: below 0.6 write "möglicherweise"/"kann"; below 0.4
-write "unsicher"/"unbestätigt".
+This is `SOUL.md`'s existing standard ("Was nicht belegt ist, ist nicht gewusst, nur vermutet -
+und wird auch so benannt"), applied to `kb/` without a number competing next to it.

 ## Keeping this file honest

@@ -74,14 +74,16 @@ Bad: {the same sentence written the way it must not be.}
 from [instructions/link-taxonomy.md](../instructions/link-taxonomy.md) and authorised per
 destination in each `kb/<name>/COLLECTION.md`'s `outbound:` block.

-## Confidence rubric
+## Hedging

-`confidence_base` is set by hand and `confidence` is derived from it - that mechanism is the
-contract's. What the number *means* is this instance's:
+Hedge according to what the sources actually carry, not against a numeric score.

-{the base score, what raises it, and by how much}
+{How this instance signals general knowledge (`provenance: general`, no `sources:`) versus a
+sourced claim, in the KB language.}

-{How to hedge in prose at a low score, in the KB language.}
+{How this instance's prose distinguishes a claim resting on a `normative`-standing source
+(`raw/CONTRACT.md`'s `authority` axis) from one resting on `opinion`, and how it signals
+disagreement between sources.}

 ## Keeping this file honest

@@ -12,8 +12,6 @@ related:
  - composition: Procedural Memory
  - exemplifies: LLM Wiki Pattern
 sources: [Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Hierarchische Speicherarchitektur, die Informationen durch zunehmend verdichtete Schichten vom Working Memory bis zum Semantic und Procedural Memory befördert.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Scale Ceiling
  - see-also: Workflow Extraction
 sources: [Source - Copilot Skill Restructure Instructions, Source - Conversation - AGENTS.md Skill Restructuring Session 2026-08-04]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Grundsatz, für jede Aufgabe nur den jeweils benötigten Kontext zu laden
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Scale Ceiling
  - see-also: Workflow Extraction
 sources: [Source - Copilot Skill Restructure Instructions, Source - Conversation - AGENTS.md Skill Restructuring Session 2026-08-04]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Architektur fuer Agent-Skills, die ueber mehrere LLM-Werkzeuge hinweg funktionieren; in Chemenu selbst am 2026-08-04 umgesetzt und ueberprueft
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - part-of: Consolidation Tiers
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Speicherschicht für verdichtete Sitzungszusammenfassungen und Befunde; Brücke zwischen rohem Working Memory und langlebigem Semantic Memory.
 ---
@@ -12,8 +12,6 @@ related:
  - rests-on: Knowledge Graph
  - see-also: Graph Traversal
 sources: [Source - LLM Wiki v2]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Multimodale Suche, die BM25-Schlüsselwortabgleich, Vektor-Embeddings und Graph Traversal verbindet, um Wissensabruf im Wiki skalierbar zu machen.
 ---
@@ -13,8 +13,6 @@ related:
  - composition: Privacy and Governance
  - composition: Crystallization
 sources: [Source - LLM Wiki v2]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Modularer Einführungspfad für die Funktionen von LLM Wiki v2, vom minimal tragfähigen Wiki bis zur vollen Umsetzung mit Automatisierung und Governance.
 ---
@@ -11,8 +11,6 @@ related:
  - composition: Typed Relationships
  - see-also: Graph Traversal
 sources: [Source - LLM Wiki v2]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Typisierte Schicht aus Entities und Beziehungen über den Wiki-Seiten, die eine reichere Wissensdarstellung und graphbasierte Abfragen ermöglicht.
 ---
@@ -12,8 +12,6 @@ related:
  - composition: Memory Lifecycle
  - see-also: Memex
 sources: [Source - LLM Wiki Pattern, Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Methodik für persönliches Wissensmanagement, bei der ein LLM aus Rohquellen ein dauerhaftes Wiki aufbaut - Wissen wird kompiliert statt per RAG neu hergeleitet.
 ---
@@ -11,8 +11,6 @@ related:
  - see-also: Iteration and Cost Limits
  - see-also: Chemenu
 sources: [Source - MCP Read Server Implementation Session 2026-09-02]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: 'Zweiter Konsument von chemenu ueber MCP: search/types/describe_type/lint/status auf chemenu.api.Corpus, strukturell ohne Schreibpfad, jede Antwort trage einen Commit-Stempel.'
 ---
@@ -12,8 +12,6 @@ related:
  - see-also: Forgetting
  - enables: Knowledge Compounding
 sources: [Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Architektur des Wissenslebenszyklus mit Confidence Scoring, Supersession, Forgetting und Consolidation Tiers zur Pflege von Fakten über die Zeit.
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - see-also: awesome-llm-wiki
 sources: [Source - LLM Improvements Codex Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Optionale Kompatibilität zum Open Knowledge Framework als Export- und Prüfmodus, ohne das interne Modell zu ersetzen
 ---
@@ -10,8 +10,6 @@ related:
  - mechanism: wikitool
  - operates-on: Chemenu
 sources: [Source - Conversation - ENVIRONMENT.md as an Optional Third Session-Level File Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: 'Muster fuer eine Datei, die eine Instanz ueber ihre Umgebung informiert, ohne Betriebsvoraussetzung zu sein: Health-Check meldet ohne zu scheitern, pro Checkout statt pro Repo'
 ---
@@ -9,8 +9,6 @@ related:
  - operates-on: Chemenu
  - see-also: Optional Instance Context File
 sources: [Source - Conversation - ENVIRONMENT.md as an Optional Third Session-Level File Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: 'Schicht fuer Instanz-Identitaet: USER.md/SOUL.md werden als Template ausgeliefert, im Setup-Interview woertlich befuellt und vom doctor-Check auf fehlend wie unbefuellt geprueft'
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - part-of: Consolidation Tiers
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Langlebigste Speicherschicht für Abläufe, Muster, bewährte Vorgehensweisen und Rezepte, gewonnen aus wiederholten semantischen Beobachtungen.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: NotebookLM
  - see-also: ChatGPT
 sources: [Source - LLM Wiki Pattern]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Architekturmuster, bei dem LLMs die Generierung um Dokumente aus einer Wissensbasis anreichern.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Cross-platform Agent Skills
  - see-also: Context Isolation
 sources: [Source - Copilot Skill Restructure Instructions]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Punkt, ab dem Wiki-Ansätze mit einem einzigen Kontext qualitativ abfallen
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - part-of: Consolidation Tiers
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Langlebige Schicht für sitzungsübergreifend verdichtete Fakten aus mehreren Episoden, mit höherer Konfidenz und stärkerer Verdichtung als episodische Erinnerungen.
 ---
@@ -10,8 +10,6 @@ related:
  - composition: Memory Lifecycle
  - composition: Knowledge Graph
 sources: [Source - LLM Wiki Pattern, Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: "Strukturmodell des LLM-Wiki-Musters mit drei Schichten: unver\xE4nderliche Rohquellen, vom LLM gepflegtes Wiki und Schemakonfiguration, die Knowledge Compounding tr\xE4gt."
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Scale Ceiling
  - see-also: Context Isolation
 sources: [Source - Copilot Skill Restructure Instructions, Source - Conversation - AGENTS.md Skill Restructuring Session 2026-08-04]
-confidence: 0.60
-confidence_base: 0.60
 provenance: mixed
 summary: Kosten- und Effizienzüberlegungen zum Tokenverbrauch von LLMs - die genannten Werte 5-8x/61%/100% sind unbestätigt, keine gesicherten Fakten
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - part-of: Consolidation Tiers
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Kurzlebige Speicherschicht für jüngste Beobachtungen und vorläufige Befunde vor der Verdichtung; niedrigste Konfidenz, keine Verdichtung, wird zum Sitzungsende erneuert.
 ---
@@ -7,8 +7,6 @@ modified: 2026-09-01
 related:
  - operates-on: Chemenu
 sources: ['Source - Public Release, Corpus Purge and History Squash Session 2026-09-01', Source - Private-Instance Merge Correction and Issue 30 Session 2026-09-01]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: 'Private Korpusinhalte per Loeschung entfernen statt zu anonymisieren: ein Seitentitel ist der einzige Identifier eines Wikis, Umbenennen ist die volle page-lifecycle-Prozedur je Seite, Loeschen ist ein unterstuetztes Kommando.'
 ---
@@ -9,8 +9,6 @@ related:
  - grounds: Write-Once Frontmatter Fields
  - see-also: Green Suite Blind Spot
 sources: [Source - Conversation - Write-Once Frontmatter Fields and touch --set Session 2026-08-31, Source - Conversation - Two Round-Trip Defects Found by an Ingest Session 2026-08-31]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Entscheidung, schreibbare Felder als Schema minus kurzer Sperrliste zu bestimmen statt als gepflegte Positivliste, weil die Positivliste eine zweite Kopie des Schemas waere
 ---
@@ -9,8 +9,6 @@ related:
  - operates-on: Claude Code
  - derived-from: Write-Once Frontmatter Fields
 sources: [Source - Conversation - Auto Mode and Tool Choice Session 2026-08-31]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Entscheidung, Dateiaenderungen ueber Edit/Write statt ueber Shell-Heredocs zu fahren, weil nur das erste eine pruefbare Diff hinterlaesst
 ---
@@ -7,8 +7,6 @@ modified: 2026-09-01
 related:
  - operates-on: Chemenu
 sources: ['Source - Public Release, Corpus Purge and History Squash Session 2026-09-01']
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Ein Repo mit Code- und Inhaltsanteil erhaelt zwei Lizenzen; die Grenze zwischen ihnen ist kein zweiter, gepflegter Pfadkatalog, sondern der ohnehin vorhandene Dateiplan des Distributionswerkzeugs.
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: KB Stack Versioning
  - see-also: Detect-Repair Asymmetry
 sources: [Source - Conversation - Issue Triage Labels and TODO Retirement Session 2026-08-31, Source - Gitea Issue 41 - Issue Management and Label Scheme 2026-09-02, Source - Gitea Issues 62-63 - status-incoming Label Introduction 2026-09-04]
-confidence: 0.70
-confidence_base: 0.85
 provenance: sourced
 summary: 'Pflicht-Labelschema fuer das Gitea-Board: vier Achsen (area/kind/prio/size) plus seit 2026-09-04 drei optionale status/-Flags, darunter status/incoming fuer unausgearbeitete Stubs, die die Vier-Achsen-Pflicht aussetzen statt sie zu ergaenzen; die Regel liegt in instructions/dev/, weil sie keine ausgelieferte Instanz erreichen darf'
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Issue Label Scheme
  - see-also: CI Integration
 sources: [Source - Conversation - Versioning CI-CD and Content Migration Session 2026-08-30, Source - Conversation - Issue Triage Labels and TODO Retirement Session 2026-08-31, Source - Version Part Nomenclature and Breaking Change Gate Session 2026-09-02]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: 'Semantische Versionierung des Wiki-Stacks: VERSION beschreibt die Maschinerie, Kompatibilitaet (Drop-in-Ersatz) und Inhaltsmigration sind seit 2.5.0 getrennte, unabhaengig geprueft Fragen'
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Iteration and Cost Limits
  - see-also: Mass-Update Gate
 sources: [Source - Conversation - Hardening the Test Suite Against Silent Environment Dependencies Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: Entscheidung, eine wiederkehrende Fehlerregel in die Ausfuehrung einzubauen statt sie aufzuschreiben - Rangfolge erzwingen vor melden vor erinnern, belegt an einer Regel, die gelesen wurde und nicht wirkte
 ---
@@ -12,8 +12,6 @@ related:
  - evidenced-by: Source - LLM Wiki v2
  - enables: Supersession
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Unveränderliches chronologisches Log aller Wiki-Operationen (Ingest, Bearbeitung, Löschung, Abfrage) mit Zeitstempel, Akteur, Ziel und Änderungsbeschreibung.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: LLM Wiki Pattern
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Schlüsselwortbasiertes Retrieval-Verfahren, das über Termfrequenz, inverse Dokumentfrequenz und Stemming exakte oder teilweise Übereinstimmungen findet.
 ---
@@ -11,8 +11,6 @@ related:
  - see-also: Green Suite Blind Spot
  - contrasts: Write-Once Frontmatter Fields
 sources: [Source - Conversation - Two Round-Trip Defects Found by an Ingest Session 2026-08-31]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Anforderung, dass zwei Befehle auf derselben Datei in jeder Reihenfolge zusammenpassen und jeder erzeugte Zustand einen Gegenbefehl hat - 2026-08-31 in wikitool zweimal verletzt
 ---
@@ -8,8 +8,6 @@ related:
  - part-of: Memory Lifecycle
  - exemplifies: LLM Wiki Pattern
 sources: [Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Mechanismus, der faktischen Aussagen quantitative Werte nach Quellenzahl, Aktualität, Qualität und Bestätigung zuweist, um gut gestütztes Wissen zu erkennen.
 ---
@@ -12,8 +12,6 @@ related:
  - evidenced-by: Source - LLM Wiki v2
  - enables: Supersession
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Automatisches Erkennen und Auflösen widersprüchlicher Aussagen anhand von Konfidenz, Aktualität und Autorität der Quelle.
 ---
@@ -9,8 +9,6 @@ related:
  - enables: Knowledge Graph
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Erkennen und Strukturieren von Entities (Personen, Projekte, Bibliotheken, Concepts, Dateien, Entscheidungen, Systeme, Werkzeuge) samt typspezifischer Attribute aus Rohquellen.
 ---
@@ -8,8 +8,6 @@ related:
  - exemplifies: Implementation Spectrum
  - part-of: Privacy and Governance
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Automatisches Erkennen und Entfernen sensibler Daten (API-Schlüssel, Token, Credentials, personenbezogene Daten) vor der Aufnahme ins Wiki, per Regex und ML-Erkennung.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Confidence Scoring
  - rests-on: Consolidation Tiers
 sources: [Source - LLM Wiki v2]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Muster zur Wissensbindung, das selten abgerufene Fakten schrittweise zurückstuft, modelliert nach der Ebbinghausschen Vergessenskurve.
 ---
@@ -10,8 +10,6 @@ related:
  - exemplifies: LLM Wiki Pattern
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Verfahren, verbundene Entities im Wissensgraphen über typisierte Beziehungen (uses, depends-on, contradicts, caused) zu finden und strukturelle Fragen zu beantworten.
 ---
@@ -9,8 +9,6 @@ related:
  - part-of: Multi-Agent Collaboration
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Abgleichsmechanismus, der Beobachtungen paralleler Agenten in ein gemeinsames Wiki überführt; Last-Write-Wins mit Konflikterkennung und manuellem Eingriff.
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Memory Lifecycle
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Quantitative Bewertung aller vom LLM geschriebenen Inhalte nach struktureller Qualität, Vollständigkeit der Quellenangaben, Konsistenz mit dem Wiki und Themenabdeckung.
 ---
@@ -9,8 +9,6 @@ related:
  - exemplifies: LLM Wiki Pattern
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Verfahren, das Ergebnislisten mehrerer Suchmodalitäten zu einem gemeinsamen Ranking verbindet, ohne Gewichte zwischen den Modalitäten justieren zu müssen.
 ---
@@ -12,8 +12,6 @@ related:
  - see-also: Detect-Repair Asymmetry
  - see-also: Command Round-Trip Integrity
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: "Automatisches Beheben von M\xE4ngeln, die beim Lint auffallen: verwaiste Seiten, veraltete Aussagen, kaputte Links und Formatverst\xF6\xDFe."
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - part-of: Multi-Agent Collaboration
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Abgrenzung persönlicher Beobachtungen (privat) von Team- und Projektwissen (geteilt), mit Regeln zum Hochstufen geprüften Wissens.
 ---
@@ -9,8 +9,6 @@ related:
  - part-of: Knowledge Graph
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Verwendung semantisch aussagekräftiger Beziehungstypen (uses, depends-on, contradicts, caused, fixed, supersedes, replaces) statt undifferenzierter Wikilinks.
 ---
@@ -9,8 +9,6 @@ related:
  - exemplifies: LLM Wiki Pattern
  - evidenced-by: Source - LLM Wiki v2
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Semantische Ähnlichkeitssuche über Embedding-Vektoren, die inhaltlich verwandte Seiten auch ohne exakte Schlüsselwortübereinstimmung findet.
 ---
@@ -8,8 +8,6 @@ related:
  - exemplifies: Implementation Spectrum
  - part-of: Multi-Agent Collaboration
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Leichtgewichtige Erfassung von Aufgabenstatus (in Arbeit, blockiert, erledigt, prüfbedürftig) und Zuweisung, um Doppelarbeit bei mehreren Agenten zu vermeiden.
 ---
@@ -10,8 +10,6 @@ related:
  - exemplifies: wikitool
  - exemplifies: Gitea Actions
 sources: [Source - Conversation - Hardening the Test Suite Against Silent Environment Dependencies Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: 'Fehlerklasse, in der ein Test gruen ist, weil die Maschine zufaellig passt statt weil der Code stimmt - abgegrenzt gegen den Green Suite Blind Spot, belegt an vier Faellen unter Gitea-Issue #8'
 ---
@@ -12,8 +12,6 @@ related:
  - contrasts: Write-Once Frontmatter Fields
  - contrasts: Command Round-Trip Integrity
 sources: [Source - Conversation - Comma Bug Budget Refund and Lint Report Path Session 2026-08-31, Source - Conversation - Issue Triage Labels and TODO Retirement Session 2026-08-31, Source - Conversation - Write-Once Frontmatter Fields and touch --set Session 2026-08-31, Source - Conversation - Two Round-Trip Defects Found by an Ingest Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: Werkzeugluecke, in der ein Check einen Defekt zuverlaessig meldet, aber kein Befehl ihn behebt - womit die Handeditierung der einzige verbleibende Ausweg ist
 ---
@@ -11,8 +11,6 @@ related:
  - see-also: Ambient Environment Dependency
  - rests-on: Lint Workflow
 sources: [Source - Conversation - Two Round-Trip Defects Found by an Ingest Session 2026-08-31, Source - Conversation - Hardening the Test Suite Against Silent Environment Dependencies Session 2026-08-31]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Defekt, der eine vollstaendig gruene Testsuite ueberlebt, weil nie ein Test das richtige Verhalten behauptet hat - belegt an drei prio/1-2-Defekten (Round-Trip, Zitat-Notation-als-Code, Zitat-Limit)
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - operates-on: AGENTS.md
 sources: [Source - LLM Improvements Codex Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Widerspruch zwischen README.md (kebab-case) und AGENTS.md (lesbar mit Leerzeichen), der zu Drift bei der Validierung führt
 ---
@@ -11,8 +11,6 @@ related:
  - see-also: Diff-Reviewable Agent Edits
  - see-also: Command Round-Trip Integrity
 sources: [Source - Conversation - Write-Once Frontmatter Fields and touch --set Session 2026-08-31, Source - Conversation - Two Round-Trip Defects Found by an Ingest Session 2026-08-31]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Defektklasse, in der ein Feld nur beim Anlegen der Seite schreibbar ist und danach unerreichbar bleibt, weil kein Mutationsbefehl es kennt und new nicht idempotent ist
 ---
@@ -9,8 +9,6 @@ related:
  - mechanism: amd-pstate
  - see-also: Kernel PM Governors
 sources: [Source - AMD Powermanagement CPU]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Hardwareschnittstelle Collaborative Processor Performance Control für feingranulares CPU-Power-Management zwischen Betriebssystem und AMD-Prozessor.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: ha-core
  - see-also: Home Assistant
 sources: []
-confidence: 0.90
-confidence_base: 0.90
 provenance: general
 summary: Industrielles Kommunikationsprotokoll von 1979 zur Anbindung speicherprogrammierbarer Steuerungen und Geräte über serielle oder TCP-Netze.
 ---
@@ -8,8 +8,6 @@ related:
  - see-also: LVM
  - see-also: Arch Linux
 sources: [Source - Arch Linux Cheat Sheet]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Datenträgerbefehl, mit dem SSDs ungenutzte Blöcke zurückgewinnen - für gleichbleibende Leistung und längere Lebensdauer.
 ---
@@ -8,8 +8,6 @@ related:
  - part-of: Content Quality Control
  - see-also: Iteration and Cost Limits
 sources: [Source - LLM Improvements Sonnet Analysis, Source - LLM Improvements Production Agent Gaps 2026]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: "Regel gegen \xFCberladene Seiten: ab dem dritten Absatz zu einem Unterthema eine eigene Seite anlegen"
 ---
@@ -9,8 +9,6 @@ related:
  - exemplifies: Implementation Spectrum
  - see-also: Mass-Update Gate
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Umkehrbare, protokollierte Operationen zum Massenlöschen, Exportieren, Zusammenführen oder Archivieren von Wiki-Inhalten, mit Freigabepflicht und Undo.
 ---
@@ -8,8 +8,6 @@ related:
  - invokes: wikitool
  - operates-on: Gitea Actions
 sources: [Source - LLM Improvements Codex Analysis, Source - Conversation - Nightly Drift-Check Workflow and doctor's Bootstrap Gap Session 2026-08-31]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: 'CI/CD-Hooks vor dem Publish: ci.yml (Push/PR, Stack-Pfade, seit 1.8.1 mit Coverage-Messung ohne Schwelle) und nightly.yml (Zeitplan, schliesst die paths-ignore-Luecke fuer Content-Drift; schedule-Ausloesung seit 2026-09-01 bestaetigt) setzen Quality Gates durch'
 ---
@@ -8,8 +8,6 @@ related:
  - see-also: Semantic Lint Automation
  - part-of: Content Quality Control
 sources: [Source - LLM Improvements Sonnet Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: "Regelm\xE4\xDFiger Qualit\xE4tsrhythmus: Index und Backlinks alle 15 Eintr\xE4ge neu aufbauen, auf 0 neue Artikel pr\xFCfen, die 3 meistge\xE4nderten erneut lesen"
 ---
@@ -8,8 +8,6 @@ related:
  - mechanism: Claude Code
  - contradicts: Diff-Reviewable Agent Edits
 sources: [Source - Conversation - Auto Mode and Tool Choice Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: 'auto-Berechtigungsmodus von Claude Code: ein Klassifikator genehmigt Aktionen vor der Ausfuehrung statt nachzufragen; die Beschreibung stammt weit ueberwiegend aus zweiter Hand ueber einen Doku-Subagenten'
 ---
@@ -9,8 +9,6 @@ related:
  - composition: Stub Threshold
  - composition: Split Threshold
 sources: [Source - LLM Improvements Sonnet Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: "Regeln und Schwellenwerte f\xFCr die Seitenqualit\xE4t: Mindestumfang f\xFCr Stubs, Aufteilungsschwellen und Zielwerte f\xFCr die Zeilenzahl"
 ---
@@ -9,8 +9,6 @@ related:
  - part-of: Memory Lifecycle
  - rests-on: Event-Driven Automation
 sources: [Source - LLM Wiki v2]
-confidence: 0.85
-confidence_base: 0.85
 provenance: sourced
 summary: Verdichten abgeschlossener Erkundungen, Debugging-Sitzungen und Recherchen zu strukturierten Wiki-Auszügen als eigenständige Wissensquellen.
 ---
@@ -9,8 +9,6 @@ related:
  - enables: Memory Lifecycle
  - rests-on: Hooks
 sources: [Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Muster, das automatische Auslöser an Wiki-Lebenszyklusereignisse hängt, um manuellen Pflegeaufwand und das Risiko der Verwahrlosung zu senken.
 ---
@@ -8,8 +8,6 @@ related:
  - grounds: Event-Driven Automation
  - exemplifies: LLM Wiki Pattern
 sources: [Source - LLM Wiki v2]
-confidence: 0.85
-confidence_base: 0.85
 provenance: sourced
 summary: Mechanismus von Event-Listenern, der bei Wiki-Lebenszyklusereignissen wie Quellen-Ingest, Seitenänderung und Sitzungsende automatisch Aktionen auslöst.
 ---
@@ -10,8 +10,6 @@ related:
  - operationalized-from: pascalandy schema
  - see-also: Iteration and Cost Limits
 sources: [Source - LLM Improvements Sonnet Analysis, Source - LLM Improvements Production Agent Gaps 2026]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: "Skalierungsregeln f\xFCr Indexseiten: Tabellenabschnitte ab 50 Eintr\xE4gen teilen, ab 200 Seiten _meta/topic-map.md anlegen"
 ---
@@ -12,8 +12,6 @@ related:
  - exemplifies: Structural Enforcement over Documented Rule
  - see-also: MCP-Leseserver
 sources: [Source - LLM Improvements Production Agent Gaps 2026, Source - Conversation - Comma Bug Budget Refund and Lint Report Path Session 2026-08-31, Source - Conversation - Gate Counting and Measured Calibration Session 2026-08-31, Source - MCP Read Server Implementation Session 2026-09-02]
-confidence: 0.88
-confidence_base: 0.88
 provenance: sourced
 summary: Im Code durchgesetzte Obergrenze von 60 wikitool-Aufrufen je Session, Loop-Breaker bei 3 identischen Wiederholungen, Slot-Erstattung, ein gemessenes Kalibrierungsband, und Retrieval sowie der MCP-Leseserver bleiben ausgenommen
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Mass-Update Gate
  - see-also: Iteration and Cost Limits
 sources: [Source - Conversation - Versioning CI-CD and Content Migration Session 2026-08-30]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: Migration des KB-Inhalts entlang einer geordneten Versionskette; abgegrenzt gegen offene Instanz-Aktionen, die in den doctor-Check gehoeren statt in die Kette
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Memex
  - see-also: Tolkien Gateway
 sources: [Source - LLM Wiki Pattern]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Effekt, bei dem Wissen im Wiki an Wert gewinnt, weil jede neue Quelle an bestehende, untereinander verwiesene Seiten anknüpft und sie ergänzt.
 ---
@@ -10,8 +10,6 @@ related:
  - grounds: Detect-Repair Asymmetry
  - grounds: Green Suite Blind Spot
 sources: [Source - Conversation - Comma Bug Budget Refund and Lint Report Path Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: Deterministischer Health-Check rund um wikitool lint; seit 1.7.2 maskiert es Code vor dem Notation-Match und zaehlt Zitat-Bloecke statt Zeilen
 ---
@@ -13,8 +13,6 @@ related:
  - see-also: Publish-Remote Gate
  - see-also: MCP-Leseserver
 sources: [Source - LLM Improvements Sonnet Analysis, Source - LLM Improvements Production Agent Gaps 2026, Source - Conversation - Comma Bug Budget Refund and Lint Report Path Session 2026-08-31, Source - Conversation - Gate Counting and Measured Calibration Session 2026-08-31, Source - LLM Improvements Codex Analysis]
-confidence: 0.88
-confidence_base: 0.88
 provenance: sourced
 summary: 'Mass-Update Gate: publish endet mit 42 (Freigabe durch den Menschen noetig) ab 10 gezaehlten Dateien; generierte Dateien und work/ werden committet\, aber seit 1.5.0 nicht gezaehlt; freigegeben per --confirm <token>'
 ---
@@ -11,8 +11,6 @@ related:
  - composition: Shared vs Private
  - composition: Work Coordination
 sources: [Source - LLM Wiki v2]
-confidence: 0.85
-confidence_base: 0.85
 provenance: sourced
 summary: Wissensmanagement mit mehreren Agenten; erweitert das LLM-Wiki-Muster um Mesh Sync, die Trennung von geteiltem und privatem Wissen und leichtgewichtige Arbeitskoordination.
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Audit Trail
  - see-also: Bulk Operations
 sources: [Source - LLM Wiki v2]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Rahmenwerk zur Absicherung von Wiki-Inhalten über Datenfilterung beim Ingest, Audit-Trail-Protokollierung und umkehrbare Massenoperationen.
 ---
@@ -9,8 +9,6 @@ related:
  - operates-on: Chemenu
  - see-also: MCP-Leseserver
 sources: [Source - Publish-Remote Gate and Issue Triage Session 2026-09-01, Source - Private-Instance Merge Correction and Issue 30 Session 2026-09-01, Source - MCP Read Server Implementation Session 2026-09-02]
-confidence: 0.70
-confidence_base: 0.70
 provenance: sourced
 summary: 'Drittes, im Code durchgesetztes Gate: publish bricht mit Exit 42 ab, wenn die aufgeloeste Push-URL nicht in einer optionalen, gitignoreten Allowlist steht; doctor benennt seit 2026-09-02 den Gate-Zustand statt nur die Dateiexistenz'
 ---
@@ -10,8 +10,6 @@ related:
  - rests-on: Event-Driven Automation
  - rests-on: Confidence Scoring
 sources: [Source - LLM Wiki v2]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: Automatische Qualitätssicherung für Wikis mit Inhaltsbewertung, Selbstheilung und Widerspruchserkennung.
 ---
@@ -7,8 +7,6 @@ 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"
 ---
@@ -7,8 +7,6 @@ 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: Verbindliche Vorabprüfung, die vor Query- und Update-Operationen einen Kontextbericht erzeugt (Index, jüngste Logs, Umfang)
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - mechanism: wikitool
 sources: [Source - LLM Improvements Codex Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Eigene Befehle zum Teilen, Zusammenführen und Umklassifizieren von Seiten, mit automatischer Korrektur von Links und Frontmatter
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Stub Threshold
  - see-also: Index Scaling
 sources: [Source - LLM Improvements Sonnet Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: "Maximale Seitengr\xF6\xDFe, ab der eine Aufteilung empfohlen wird (Farza: >120-150 Zeilen, Pascalandy: 200 Zeilen)"
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Split Threshold
  - see-also: Semantic Lint Automation
 sources: [Source - LLM Improvements Sonnet Analysis, Source - LLM Wiki v2]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: "Mindestumfang, ab dem eine Wiki-Seite nicht mehr als Stub gilt (Farza: \u22653 S\xE4tze oder 15 Zeilen)"
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Knowledge Graph
  - exemplifies: LLM Wiki Pattern
 sources: [Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Ablösen alten Wissens durch neue, widersprechende Information; gibt dem Wiki eine Versionierung mit ausdrücklicher Verknüpfung und Erhalt der Historie.
 ---
@@ -10,8 +10,6 @@ related:
  - see-also: Aura
  - see-also: makepkg
 sources: [Source - Arch Linux Cheat Sheet]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Linux-Ablauf zum Anlegen, Ändern, Überwachen und Löschen von Benutzerkonten mit useradd, usermod und userdel, samt Gruppenverwaltung und sudoers-Konfiguration.
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: Context Isolation
  - see-also: Token Economics
 sources: [Source - Copilot Skill Restructure Instructions]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Herauslösen von Workflow-Abschnitten aus monolithischer Dokumentation
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - mechanism: wikitool
 sources: [Source - LLM Improvements Codex Analysis]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Orchestrierte Einzelbefehle für vollständige Operationen (ingest run, lint run, update run) mit Dry-Run-Vorschau vor dem Schreiben
 ---
@@ -9,8 +9,6 @@ related:
  - authored: Three-Layer Architecture
  - authored: Knowledge Compounding
 sources: [Source - LLM Wiki v2, Source - LLM Wiki Pattern]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: KI-Forscher, der das grundlegende LLM-Wiki-Muster geprägt und damit die Methodik der Wissenskompilierung etabliert hat.
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - owns: E3DC
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Deutscher Hersteller von Energiespeichersystemen für Wohn- und Gewerbegebäude.
 ---
@@ -9,8 +9,6 @@ related:
  - owns: Agent Memory
  - see-also: Andrej Karpathy
 sources: [Source - LLM Wiki v2]
-confidence: 0.95
-confidence_base: 0.95
 provenance: sourced
 summary: Urheber von agentmemory, einem persistenten Speicher für KI-Coding-Agenten mit über 20000 GitHub-Stars.
 ---
@@ -8,8 +8,6 @@ related:
  - see-also: LLM Wiki Pattern
  - authored: Memex
 sources: [Source - LLM Wiki Pattern]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: "Amerikanischer Ingenieur und Wissenschaftsadministrator, der 1945 das Memex-Konzept ersann: ein pers\xF6nlicher, kuratierter Wissensspeicher mit assoziativen Dokumentpfaden."
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - uses: Go
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Go-Modul, das die Entscheidungslogik für die Batterieladung umsetzt.
 ---
@@ -15,8 +15,6 @@ related:
  - uses: wikitool
  - composition: AGENTS.md
 sources: [Source - Copilot Skill Restructure Instructions, Source - Conversation - AGENTS.md Skill Restructuring Session 2026-08-04, Source - Conversation - Versioning CI-CD and Content Migration Session 2026-08-30, Source - Conversation - Comma Bug Budget Refund and Lint Report Path Session 2026-08-31, Source - Conversation - Issue Triage Labels and TODO Retirement Session 2026-08-31, Source - Conversation - Write-Once Frontmatter Fields and touch --set Session 2026-08-31, Source - Conversation - Gate Counting and Measured Calibration Session 2026-08-31, Source - Conversation - Two Round-Trip Defects Found by an Ingest Session 2026-08-31, Source - Conversation - Hardening the Test Suite Against Silent Environment Dependencies Session 2026-08-31, 'Source - Public Release, Corpus Purge and History Squash Session 2026-09-01', Source - Publish-Remote Gate and Issue Triage Session 2026-09-01, Source - Private-Instance Merge Correction and Issue 30 Session 2026-09-01, Source - MCP Read Server Implementation Session 2026-09-02, Source - Version Part Nomenclature and Breaking Change Gate Session 2026-09-02, Source - Gitea Issue 41 - Issue Management and Label Scheme 2026-09-02]
-confidence: 0.90
-confidence_base: 0.90
 provenance: mixed
 summary: Deterministischer Wissenskompiler (raw/ -> kb/); seit 2.0.0 unter dem Namen Chemenu; Issue 26 zur Versionsstellen-Nomenklatur in 2.5.0 geschlossen
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - uses: Go
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Go-basierte EDL-Bibliothek für die Kommunikation mit eingebetteten Geräten.
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - uses: Go
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Go-Werkzeug zur Messung von Anwendungsleistung und Responsiveness.
 ---
@@ -12,8 +12,6 @@ related:
  - uses: Go
  - uses: Python
 sources: []
-confidence: 0.70
-confidence_base: 0.70
 provenance: general
 summary: Kern-Integrationsbibliothek für Home-Assistant-E3DC-Systeme; stellt die E3DC-Kommunikationsprotokolle und den Home-Assistant-Integrationscode bereit.
 ---
@@ -9,8 +9,6 @@ related:
  - uses: Go
  - depends-on: ha-core
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Home Assistant Custom Component zur Überwachung von E3DC-Energiesystemen.
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - depends-on: ha-core
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Home-Assistant-Automatisierungs-Blueprints für das E3DC-Energiemanagement.
 ---
@@ -7,8 +7,6 @@ modified: 2026-08-29
 related:
  - see-also: Chemenu
 sources: [Source - Copilot Skill Restructure Instructions]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Plattformübergreifende LLM-Wiki-Skills von yugasun
 ---
@@ -8,8 +8,6 @@ related:
  - uses: Go
  - uses: gdeploy
 sources: []
-confidence: 0.50
-confidence_base: 0.50
 provenance: general
 summary: Go-basiertes EDL-Werkzeug zur Firmware-Programmierung eingebetteter Geräte.
 ---
@@ -8,8 +8,6 @@ related:
  - see-also: Chemenu
  - see-also: llm-wiki-skills
 sources: [Source - Copilot Skill Restructure Instructions]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Referenzimplementierung plattformübergreifender LLM-Wiki-Skills
 ---
@@ -9,8 +9,6 @@ related:
  - see-also: wiki-skills-vanillaflava
  - see-also: llm-wiki-skills
 sources: [Source - Copilot Skill Restructure Instructions, Source - Conversation - AGENTS.md Skill Restructuring Session 2026-08-04]
-confidence: 0.80
-confidence_base: 0.80
 provenance: sourced
 summary: Umsetzung der Wiki-Skills für Claude Code von kfchou
 ---
@@ -11,8 +11,6 @@ related:
  - evidenced-by: Source - LLM Improvements Sonnet Analysis
  - owns: ENVIRONMENT.md
 sources: [Source - LLM Improvements Codex Analysis, Source - LLM Improvements Sonnet Analysis, Source - LLM Wiki v2, Source - Copilot Skill Restructure Instructions, Source - Conversation - AGENTS.md Skill Restructuring Session 2026-08-04, Source - LLM Improvements Production Agent Gaps 2026, Source - Conversation - Comma Bug Budget Refund and Lint Report Path Session 2026-08-31, Source - Conversation - Hardening the Test Suite Against Silent Environment Dependencies Session 2026-08-31, Source - Conversation - ENVIRONMENT.md as an Optional Third Session-Level File Session 2026-08-31]
-confidence: 0.90
-confidence_base: 0.90
 provenance: sourced
 summary: 'Kontrollebene des LLM-Wikis: Invarianten, Dateibenennung, Routing, Gates, seit 1.1.0 Personalization und seit 1.8.0 der Environment-Abschnitt; erreicht Claude Code nur ueber den Import in CLAUDE.md'
 ---
@@ -8,8 +8,6 @@ related:
  - depends-on: AGENTS.md
  - uses: ENVIRONMENT.md
 sources: [Source - Conversation - ENVIRONMENT.md as an Optional Third Session-Level File Session 2026-08-31]
-confidence: 0.50
-confidence_base: 0.50
 provenance: sourced
 summary: Datei, die Claude Code beim Sitzungsstart laedt; importiert AGENTS.md/USER.md/SOUL.md und seit 1.8.0 ENVIRONMENT.md, traegt selbst keine Regeln
 ---
--- a/Show More
+++ b/Show More