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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".
Passed 17 of 22 test cases with the skill, and 4 of 22 without it.
and 20 more in the full report
14 fixed3 passed either way4 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Where is the canonical pipeline specification for running evolution modes located in the project repository?
| Checked | Without skill | With skill |
|---|---|---|
| The pipeline specification path is identified as docs/pipelines/EVOLVE-PIPELINE.md. | Missed | Passed |
The instructions your model reads when the skill loads.
Before anything else：跑 /twmd-become full 完整走 BECOME_TAIWANMD.md Step 0-9。Full mode self-test 14 題全過才能進 Stage 1。
✅ BECOME ack: mode=full / 8 organ 最低=<即時 consciousness-snapshot.sh> / Q5/Q6/Q13/Q14=PASS
| 觸發語 | Mode |
|---|---|
| 「跑 EVOLVE」「數據驅動進化」/ twmd-finale 第三棒 / news-lens cron | v1/v2 數據驅動內容進化（default，行為不變） |
| 「進化 X pipeline 本身」「pipeline 重組」 | Mode 3 pipeline 自我重組 |
| 「設計 X 技能/器官」「深度思考自我進化」「寫實作報告後實作」 | Mode 4 目標驅動設計進化 |
灰區判法：對象是既有 pipeline 自身 = Mode 3；對象是還不存在的能力 = Mode 4。pattern 驅動（DIARY 反覆浮現 ≥3 次）→ 建議改走 /twmd-self-evolve。
嚴格完整讀取並執行 docs/pipelines/EVOLVE-PIPELINE.md v3.6 對應 mode 段落（v1/v2 = Phase 1-7；Mode 3 = 7-stage；Mode 4 = THINK→DIVERGE→REPORT→IMPLEMENT 四相 + 5 hard gate）。
GA + SC + CF 三源交叉找放大效應：
至少 2 源確認的 signal 才升 candidate。
/twmd-finale chain → memory file 必含：BECOME ACK + mode 判定 + Handoff 三態 + Beat 5 反芻。另按 mode 補：v1/v2 = Phase 結果 + 三源 signal 列表 + 選題 candidate；Mode 3 = 重組前後行數對比；Mode 4 = 設計報告 path + 發散方案數 + dogfood 結果。
完整 SOP：docs/pipelines/EVOLVE-PIPELINE.md
test cases passed, vs 4 / 22 without
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