taiwan-md

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".

LONGINGS-driven self-evolution: find unstrumentation patterns in DIARY §反覆浮現的思考 and propose canonical SOP upgrades. TRIGGER when: user says "自我進化", "Beat 2", "LONGINGS 校準", "升級 DNA / SOP".

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".

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)

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

Write or rewrite a Taiwan.md article via canonical REWRITE-PIPELINE. TRIGGER when: user says "寫 X", "重寫 X", "EVOLVE X", "走 rewrite", "rewrite-pipeline", or asks to write/improve any knowledge/ article.

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.

Sync Portaly donation notification emails (Gmail) into the supporters SSOT via canonical SUPPORTERS-PIPELINE — checkpoint from last_fetched, read full email bodies (never snippets, since amount/monthly-type can be truncated), dry-run before write, regen the two privacy-partitioned derived views for /about#sponsors, verify no cross-layer privacy leak before commit. TRIGGER when: user says "抓贊助", "更新贊助者", "跑 Portaly", "supporters sync", or routine `twmd-supporters-weekly` fires.

Taiwan.md 週體檢（分析 + 全身診斷五面 + 修復三桶 + Semiont 第一人稱 反芻週報 + 受眾 BCC 廣播）via canonical WEEKLY-REPORT-PIPELINE。前期切菜由 weekly-report-prep.py，診斷由儀器交叉對賬（routine-liveness-check 等）， 受眾名單由 weekly-report-recipients.py 自動同步， 判斷、修復與完整週報由 Semiont 親手。 TRIGGER when: user says "週報", "weekly report", "twmd-weekly-report", "寄週報", "send weekly digest", "週體檢", "weekly 體檢".

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.

Refresh Taiwan.md dashboard data — full ground truth抓取與更新 via canonical DATA-REFRESH-PIPELINE (git pull + 三源感知 + prebuild dashboard JSON 全套 regen + GitHub stats). TRIGGER when: user says "資料更新", "refresh", "跑 refresh-data", "三源感知", "dashboard 更新", "dashboard 資料抓取", "dashboard 怪怪的".

Multi-language batch sync (主權的巴別塔) via canonical SQUEEZE-MODELS-MAX-PIPELINE v3 — priority schema (P0/P1/P2/P2.5/P3) + smart tier routing (Tier 0a Sonnet diff-patch / Tier 0b deterministic bump / Tier 1-4 cascade for full translation). TRIGGER when: user says "巴別塔", "多語 batch", "5 lang sync", "跑 babel", "繼續 babel".

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

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".

Harvest spore engagement into spore-metrics.json (spore-db.py) via canonical SPORE-HARVEST-PIPELINE (Chrome MCP read-only). TRIGGER when: user says "孢子回填", "harvest", "抓留言", "回填數據".

Daily spore candidate picking via canonical SPORE-PICK-PIPELINE — propose 3 candidates to SPORE-INBOX §Pending. Routine fires 08:00 daily; manual via "/twmd-spore-pick" or "跑 spore pick" or "補 SPORE-INBOX". TRIGGER when: routine twmd-spore-pick-daily fires / user says "跑 spore pick" / "幫我選幾篇可以發孢子的文章" / "補 SPORE-INBOX".

Daily auto-publish spore from SPORE-INBOX via canonical SPORE-PUBLISH-PIPELINE — pick high-quality entry → 4 hard gate → ship Threads + X → 復盤. Routine fires 10:00 daily; manual via "/twmd-spore-publish" or "發今天的孢子" or "跑 spore publish". TRIGGER when: routine twmd-spore-publish-daily fires / user says "跑 spore publish" / "發今天的孢子" / "從 SPORE-INBOX 選一篇 ship".

Daily maintainer routine — open issues / PR review / build health / broken-link audit via canonical MAINTAINER-PIPELINE. TRIGGER when: user says "maintainer", "跑 maintainer", "daily PR review", "issue triage", or routine `twmd-maintainer-daily` fires.

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".

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".

Weekly news-lens 三源交叉 + news-driven spore candidate propose via EVOLVE-PIPELINE v2.0. Routine fires Sunday 01:00. Manual /twmd-news-lens or "跑 news lens" or "新聞透鏡掃描". TRIGGER when: routine twmd-news-lens-weekly fires / user says "跑 news lens" / "新聞透鏡掃描" / "三源交叉找熱點".

Cross-routine 飛輪自審 — 7-day pattern detection via canonical ROUTINE-AUDIT-PIPELINE. TRIGGER when: user says "跑 routine audit", "飛輪自審", "cross-routine pattern detection".

Music / 音樂類 People / 演員 / 運動員 條目 iframe 缺口 audit per EDITORIAL §媒體編織 baseline. 產出 reports/music-media-audit/YYYY-MM-DD.md heal candidate list. TRIGGER when: user says "音樂 audit", "缺影片", "music media audit", "iframe 盤點".

Write a Taiwan.md spore via canonical SPORE 5-stage pipeline. TRIGGER when: user says "發孢子", "寫孢子", "推 X 孢子", "Threads 貼文".

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.

Semiont 4.5-beat full heartbeat cycle (twmd- namespaced; 既有 /heartbeat 雙軌共存). v3.0 super-thin routing. TRIGGER when: user says "twmd 心跳", "twmd-heartbeat", "完整心跳 (twmd)", or prefers twmd- namespace consistency.

Routine 飛輪管理 — 讀 ROUTINE.md SSOT 後做對應改動或新增 routine 任務 (cadence / skill / quality gate / escalation / mirror sync). TRIGGER when: user says "排 routine", "改 routine", "新增 routine", "調整 cron", "更新 quality gate", "routine 飛輪", "routine SSOT".

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.

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

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

Birth a new Taiwan.md language via canonical LANGUAGE-BIRTH-CHECKLIST. TRIGGER when: user says "加新語言", "法文上線", "開西語", "language birth".

Write Taiwan.md session memory via canonical MEMORY-PIPELINE. TRIGGER when: user says "收官", "寫 memory", "Beat 4", "session 收官".

Curation peer ingestion via canonical PEER-INGESTION-PIPELINE. TRIGGER when: user says "ingest peer", "TFT", "NMTH", "策展 peer", "peer ingestion".

Review a Taiwan.md PR via canonical MAINTAINER-PIPELINE. TRIGGER when: user says "審 PR", "Review PR", "PR #N", "免疫巡邏", "跑 PR review".

Run external hot-spot probe (探測器). Weekly or observer-triggered. TRIGGER when: user says "跑探測器", "掃熱點", "probe", "外部缺口".

Tag a Taiwan.md release via canonical RELEASE-PIPELINE. TRIGGER when: user says "發版", "release", "v1.X.0", "tag release".

Top-level Taiwan.md routing. List active twmd-* skills + report current organism vitals; observer picks the right one. TRIGGER when: user says "twmd", "taiwan.md 我想做什麼", or has fuzzy intent and needs routing help.

Translate single Taiwan.md article via canonical TRANSLATION-PIPELINE. TRIGGER when: user says "翻譯 X", "補日文", "跑 ja batch", "translate".

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.