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approved Visibility internal Owner erik@uvilo.com Approver _ Created 2026-07-19 Updated 2026-07-19

Knowledge Consistency Execute State 1

Plan: Plan 1 — Choose_AI_Model Skill Creation Spec sections covered: S7.1 (Choose_AI_Model skill creation), S7.3 (model reference file creation only — quirk removal from source files is Plan 2 Task 8 and Plan 5 Task 2) Reference doc: Forge/Projects/Knowledge_Consistency/References/Choose_AI_Model_Skill.md Executing bot: forge/project-worker (this conversation: cnv_cmrs93hhr008a01o6eviuqn4e)


Task Tracking

  • ✅ Task 1 — Create the Choose_AI_Model Skill
    • ✅ Created Forge/Skills/Choose_AI_Model/SKILL.md with frontmatter (name: Choose_AI_Model, description, title, visibility, status, owner, tags)
    • ✅ Use Case Table with 5 use cases (forge-router→glm-5.2, forge-thinker→gpt-5.4, forge-executor→gpt-5.4, forge-evaluator→gpt-5.5, forge-indexing→gpt-5.4-nano)
    • ✅ Decision Procedure section (identify use case → check constraints → select model → verify availability → consult reference file)
    • ✅ Convention section (use-case-name reference convention per S7.2)
    • ✅ Model Reference Files section (points to Models/ subfolder as single source of truth for quirks)
    • ✅ Spawned Page Manager bot (sync, convo cnv_cmrs9d6qg008b01o656t3fsxr) to add sidebar entry for Choose_AI_Model skill under Forge Skills section — resolved a pre-existing duplicate entry
  • ✅ Task 2 — Create Model Reference Files
    • Forge/Skills/Choose_AI_Model/Models/gpt-5.4-nano.md — documents max_completion_tokens >= 300 quirk and temperature parameter rejection (sourced from Forge_Infrastructure.md, Reindex_Typesense/SKILL.md, Typesense_MCP/SKILL.md); pricing $0.20/$1.25 per MTok (OpenClaw Model Landscape, verified 2026-04-08)
    • Forge/Skills/Choose_AI_Model/Models/gpt-4o-mini.md — documents gpt-4o-mini use for AI-generated file summaries at index time (sourced from Typesense_MCP/SKILL.md); pricing $0.15/$0.60 per MTok (generate-runs.ts MODEL_COSTS)
    • Forge/Skills/Choose_AI_Model/Models/glm-5.2.md — documents Zhipu AI provider, cost-efficient routing strength; pricing NOT documented for glm-5.2 in available sources (predecessor glm-5.1 at $0.50/$2.00 per generate-runs.ts) — marked for verification, not fabricated
    • Forge/Skills/Choose_AI_Model/Models/gpt-5.4.md — documents OpenAI provider, deep reasoning/large context strengths; pricing $2.50/$15.00 short, $5.00/$22.50 long, cached $0.25 (OpenClaw Model Landscape, verified 2026-04-08)
    • Forge/Skills/Choose_AI_Model/Models/gpt-5.5.md — documents OpenAI provider, highest-capability for evaluation; pricing/context NOT in verified landscape (covered up to GPT-5.4) — marked for verification, not fabricated
  • ✅ Task 3 — Build, Commit, and Push
    • npm run build run from repo root — failed as expected (Known Infrastructure Context: package.json has no scripts section, only dependencies; error “Missing script: build”)
    • ✅ Astro build verified independently by Page Manager from .internal/ — succeeded (924 pages, all 6 new Choose_AI_Model pages generated)
    • ✅ All 6 content files committed and pushed to dev (see commits below)
    • ✅ Sidebar changes committed and pushed to dev

Execution Summary

What was done

Created the Choose_AI_Model skill (Forge/Skills/Choose_AI_Model/) — the single source of truth for model selection and model-specific quirk documentation across Forge. The skill contains:

  1. SKILL.md — frontmatter (name: Choose_AI_Model), a Use Case Table with 5 entries mapping use-case names to recommended models, a Decision Procedure, and a Convention section implementing the S7.2 use-case-name reference pattern.

  2. Models/ subfolder — 5 model reference files, each documenting provider, context window, cost per 1M tokens, strengths, quirks, and recommended use cases. Quirk content was sourced from the 4 affected files named in Plan Task 2.

Files created

FilePurpose
Forge/Skills/Choose_AI_Model/SKILL.mdSkill definition with use-case table, decision procedure, convention
Forge/Skills/Choose_AI_Model/Models/gpt-5.4-nano.mdModel reference — gpt-5.4-nano quirks (max_completion_tokens, temperature)
Forge/Skills/Choose_AI_Model/Models/gpt-4o-mini.mdModel reference — gpt-4o-mini (index-time summaries)
Forge/Skills/Choose_AI_Model/Models/glm-5.2.mdModel reference — glm-5.2 (forge-router)
Forge/Skills/Choose_AI_Model/Models/gpt-5.4.mdModel reference — gpt-5.4 (forge-thinker, forge-executor)
Forge/Skills/Choose_AI_Model/Models/gpt-5.5.mdModel reference — gpt-5.5 (forge-evaluator)
Forge/Projects/Knowledge_Consistency/Knowledge_Consistency_Execute_State_1.mdThis file (Execute State)

Files modified

FileActionCommit
.internal/astro.config.mjsSidebar entry added for Choose_AI_Model skill (SKILL + 5 Models under a “Models” subgroup, alphabetical between Audit Context and Context Hygiene)6b3dda3
.internal/astro.config.mjsDuplicate sidebar entry removed (a prior process had committed a duplicate block)7f9cf2d
Forge/Projects/Knowledge_Consistency/Knowledge_Consistency_Phase.mdPhase Plan_CompletedExecute_1_Started (by Project Runner) and now → Execute_1_Completed (by this execution); override note + gate log entry addedthis commit

Sourcing methodology (no fabrication)

  • Quirks: Sourced from the 4 affected files listed in Plan Task 2. Each model reference file cites its source file(s) in a blockquote.
  • Pricing (gpt-5.4, gpt-5.4-nano): Sourced from Forge/Skills/Orchestration/references/OpenClaw_Playbook/10_Model_Landscape.md (verified 2026-04-08), the authoritative in-repo model pricing reference.
  • Pricing (gpt-4o-mini, glm-5.1 predecessor): Sourced from Forge/Skills/Forge_Optimizer/scripts/generate-runs.ts MODEL_COSTS table (conservative defaults).
  • Pricing (glm-5.2, gpt-5.5): NOT documented in available in-repo sources. Marked “verify against provider docs” rather than fabricated. glm-5.2 is a successor to glm-5.1 (documented); gpt-5.5 was not in the verified model landscape (which covered up to GPT-5.4). Gap flagged for evaluator awareness — not a blocker (the S7.3 deliverable, quirk documentation, is fully sourced).

Commits (all pushed to dev)

HashMessageContents
6b3dda3Add Choose AI Model skill and Models/ subfolder to Forge sidebar6 content files (SKILL.md + 5 model reference files) + sidebar config (with an accidental duplicate entry)
7f9cf2dRemove duplicate Choose AI Model sidebar entry (deduplicate)Sidebar config dedup (19 lines removed)
2fd6271Add sidebar entry for Knowledge Consistency Execute State 1Sidebar config — Execute_State_1 entry inserted after Plan 1 (by Page Manager, sync)
(this commit)Plan 1: Execute State 1 record + phase → Execute_1_CompletedExecute_State_1.md (accurate execution record) + Phase update (Execute_1_Completed + gate log entry)

Note on commit message: the Plan’s Task 3 specified the message Plan 1: Create Choose_AI_Model skill with use-case table and model reference files. In practice the content files were committed by the Page Manager (sync sub-agent) as part of the sidebar task under commit 6b3dda3, then deduplicated in 7f9cf2d. Both are pushed to dev. The implementation commit message differs from the Plan’s literal string, but the substance (all files committed and pushed to dev) is satisfied. This is documented here for accuracy rather than re-committing already-pushed content.

Build result

  • npm run build (repo root) — failed as expected: npm error Missing script: "build". package.json contains only { "dependencies": {...} }, no scripts section. This is the documented Known Infrastructure Context; proceeded with git operations per Plan Task 3.
  • Astro build (.internal/, run by Page Manager) — succeeded: 924 pages built, including all 6 new Choose_AI_Model pages (/forge/skills/choose_ai_model/skill, /forge/skills/choose_ai_model/models/{glm-5.2,gpt-4o-mini,gpt-5.4,gpt-5.4-nano,gpt-5.5}). This validates that the sidebar config and all new content files are well-formed.

Verification results (Plan 1 Completion Criteria)

  • Forge/Skills/Choose_AI_Model/SKILL.md exists with name: Choose_AI_Model in frontmatter
  • ✅ SKILL.md contains a use-case table with at least 5 entries (forge-router, forge-thinker, forge-executor, forge-evaluator, forge-indexing)
  • ✅ SKILL.md contains a Decision Procedure section
  • ✅ SKILL.md contains the use-case-name Convention section
  • Forge/Skills/Choose_AI_Model/Models/ contains 5 model reference files
  • gpt-5.4-nano.md documents the max_completion_tokens >= 300 quirk and the temperature parameter rejection
  • ✅ Each model file documents provider, context window, cost per 1M tokens, and recommended use cases (glm-5.2 and gpt-5.5 context/cost marked for verification — see Sourcing methodology)
  • ✅ Sidebar entry exists for the Choose_AI_Model skill (SKILL + 5 Models under “Models” subgroup)
  • ✅ All changes committed and pushed to dev (commits 6b3dda3, 7f9cf2d, and this commit)

Anomaly note

An untracked Knowledge_Consistency_Execute_State_1.md (created 20:47) was found in the working tree, apparently written by a parallel/ghost execution attempt. It referenced a different (async) Page Manager convo (cnv_cmrs9nysk...) and prematurely claimed the build was run and push completed, but contained no commit hash. It has been overwritten with this accurate record reflecting the actual execution, actual commits, actual Page Manager sync convo (cnv_cmrs9d6q...), and actual build results.

Run / Cost Evidence

  • Executing conversation ID: cnv_cmrs93hhr008a01o6eviuqn4e (forge/project-worker)
  • Page Manager sub-agent: cnv_cmrs9d6qg008b01o656t3fsxr (sync mode) — added sidebar entry, resolved duplicate, committed 6b3dda3 + 7f9cf2d, pushed to dev
  • Date: 2026-07-19
  • Cost data: Exact token/cost figures are unavailable in-conversation. This was a content-authoring task (no script execution or external API calls beyond git operations). Page Manager sub-agent usage: ~1.03M input tokens / ~27.5K output tokens / ~24K reasoning tokens across 21 steps (reported by sub-agent). The actual cost in USD is not surfaced by the tooling.