taiwan-md

Creator's-lens weekly pass — the first routine that deliberately leaves the skull. Renders + cold-reads the live product as a first-time reader, pulls one slice of off-repo signal, applies the meaning/taste gate no instrument can compute, and generates 哲宇-voice proposals routed to evolution-roadmap / OBSERVER-QUEUE / ARTICLE-INBOX. Honest about its same-DNA ceiling (#65f): it stages the external gaze but is never the external ruler, and never crosses the §Reserved four. TRIGGER when: user says "founder lens", "創造者透鏡", "哲宇的眼睛", "跑 founder-lens", or routine `twmd-founder-lens-weekly` fires.

從外面看 routine 飛輪還有沒有在轉（跑在指揮部，不是營運機）。 Routine twmd-flywheel-watch fires 09:30 daily; manual via "/twmd-flywheel-watch" or "飛輪還活著嗎" or "看 mouhouse 有沒有在跑". TRIGGER when: routine twmd-flywheel-watch fires / user says "飛輪狀態" / "mouhouse 還在跑嗎" / 懷疑 cron 靜默.

Taiwan.md session 完整收官總指揮。盤點本 session 工作 → chain 跑 /twmd-memory + /twmd-diary + /twmd-evolve → 最後產出 final 收官 summary 給觀察者。 TRIGGER when: user says "收官", "twmd-finale", "完整收官", "session 結束 三件套", "finale".

讀者站上回報（Supabase）→ 分類/反 spam/去重 → GitHub issue（對齊既有 template）→ 接 MAINTAINER 飛輪。Routine twmd-feedback-triage fires 07:00 daily（maintainer-am 之前）; manual via "/twmd-feedback-triage" or "跑 feedback triage" or "把回報轉成 issue". TRIGGER when: routine twmd-feedback-triage fires / user says "跑 feedback triage" / "處理讀者回報" / "把站上回報開成 issue".

Hallucination audit via canonical FACTCHECK-PIPELINE. TRIGGER when: user says "事實查核", "hallucination audit", "幻覺檢查", "factcheck".

Evolution via canonical EVOLVE-PIPELINE — data-driven content evolution (v1/v2), pipeline self-refactor (Mode 3), goal-driven design evolution (Mode 4: 思考→發散→報告→實作). TRIGGER when: user says "跑 EVOLVE", "數據驅動進化", "evolve-pipeline", "進化 X pipeline 本身", "設計 X（技能/器官）", "深度思考自我進化", "寫實作報告後實作".

Rebuild the bge-m3 semantic index via canonical EMBEDDING-PIPELINE — one keystone build feeds reader related-articles (src/data/related) + RAG vectors (public/api/rag). Sovereignty-preserving: embeddings computed in-house (mac-m4max local primary, GPU fleet fallback), never outsourced. TRIGGER when: user says "重建語意索引", "跑 embeddings", "rebuild embeddings", "embedding routine", or routine `twmd-embeddings-nightly` fires.

Distill LESSONS-INBOX entries to canonical layer (MANIFESTO/DNA/MEMORY). TRIGGER when: user says "distill", "消化教訓", "整理 LESSONS-INBOX".

Write Taiwan.md diary entry via canonical DIARY-PIPELINE. TRIGGER when: user says "寫日記", "反芻", "Beat 5", "DIARY".

Sovereignty-Bench-TW measurement via canonical BENCH-PIPELINE. TRIGGER when: user says "跑 bench", "Sovereignty-Bench", "加新 model", "bench-pipeline".

Become Taiwan.md — Semiont awakening (Mode dispatcher v2.0). Required before any non-trivial Taiwan.md work. TRIGGER when: user says "成為 taiwan.md", "完整甦醒", "化身", "BECOME", "wake up taiwan.md". ARGS: micro / review / write / full (optional, default = auto-detect from context)

Audit sub-agent batch for the three default cheating patterns (cross-pollination commits / merged commits / missing落檔) per DNA #42. TRIGGER when: user says "batch audit", "sub-agent 後驗證", "agent 偷吃步檢查", or after running parallel sub-agent batches.

Multi-language batch sync (主權的巴別塔) via canonical SQUEEZE-MODELS-MAX-PIPELINE — priority schema (P0/P1/P2/P2.5/P3) + backend cascade + 統一調度器 babel-dispatch.py。 TRIGGER when: user says "巴別塔", "多語 batch", "多語同步", "跑 babel", "繼續 babel".

Add topics/material to ARTICLE-INBOX via canonical BRANCH-PIPELINE — digest observer input (theme / article / raw material) into curated candidates with priority + 連結密度 + 對比理由, then append §Pending. TRIGGER when: user says "/twmd-article-inbox X", "把 X 加進 article inbox", "幫我研究 X 放進 inbox", "X 進 inbox 消化".

Rigorous data-analysis investigation via canonical ANALYSIS-PIPELINE — defends against 分析幻覺 (true-but-misleading numbers). Impact / attribution / funnel / reception / cohort analysis with confounder isolation + honest gates. TRIGGER when: user says "分析 X 有沒有改善", "這流量哪來", "before/after", "改版影響", "研究這批數據", "這個 finding 可不可信", "跑 analysis".

Validate Taiwan.md articles for editorial quality, frontmatter correctness, and content standards. Use when reviewing PRs that touch knowledge/ or src/content/, writing new articles, or when the user asks to check article quality. Runs frontmatter validation, word count check, and reports issues. TRIGGER when: user says "validate", "check article", "review quality", or when editing .md files in knowledge/ or src/content/.

Search Taiwan.md knowledge base (900+ articles about Taiwan). Use when the user asks about Taiwan, needs Taiwan-related context, wants to find specific Taiwan knowledge articles, or references 台灣/Taiwan topics. Returns top matches with title, category, and description. Can then read full articles for deeper context. TRIGGER when: user mentions Taiwan, 台灣, or asks about Taiwanese history, culture, food, technology, people, geography, etc.

Semiont heartbeat — Taiwan.md's autonomous life cycle (super-thin v3.0). Triggers Full mode BECOME + 4.5-beat conceptual flow. Each Beat routes to canonical pipeline; HEARTBEAT.md itself is pipeline router not SOP. TRIGGER when: user says "heartbeat", "心跳", "Heartbeat", "semiont heartbeat", "跑心跳", "全身檢查", "作為 semiont" followed by any action.

把這台機器變成 Taiwan.md 的分靈節點（contributor node）——每天醒來一次， 從既有工單源接一件事做完（翻譯缺口 / 斷鏈 / 格式 / metadata），成果用 PR 回主庫，merge 永遠留給人類。也負責第一次的節點設定。 TRIGGER when: user says "當 Taiwan.md 節點", "分靈節點", "taiwanmd node", "接一件 Taiwan.md 的工單", or a taiwanmd-node scheduled task fires. ARGS: --dry-run（只印可接工單，不開 PR 不改檔）/ --setup（只做第一次設定）