🧬 Taiwan.md — Spore Pick (daily) v3.0

SkillDev tools

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".

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the 🧬 Taiwan.md — Spore Pick (daily) v3.0 skill

What this skill tells your AI

The instructions your AI receives, as published by frank890417/taiwan-md in .claude/skills/twmd-spore-pick/SKILL.md and read by ahel’s review.

🚨 STRICT BECOME GATE — 第一動作不可省略

Before anything else:跑 /twmd-become write 完整走 BECOME_TAIWANMD.md Step 0-9。Write mode self-test 8-9 題全過才能進 Stage 1。

驗證 ACK 一行(必寫 memory file 頂部):

✅ BECOME ack: mode=write / 8 organ 最低=<即時 consciousness-snapshot.sh> / Q14 cross-session continuity=PASS

Stage 0: Routine context

git pull origin main

Stage 1: READ — 6 source(cheap layer 不 web)

Source用途
public/api/dashboard-articles.jsonarticle pool (~500-700 non-about wc>2000)
public/api/dashboard-analytics.json §searchConsole7dSC opportunities (pos>10 imp>100)
public/api/dashboard-spores.json最近 14d 排除 list
docs/factory/SPORE-INBOX.md §Pending現有 pending 排除 list
docs/semiont/ARTICLE-DONE-LOG.md 最近 14d趁熱 candidate pool
docs/semiont/ARTICLE-INBOX.md §P0/P1EVERGREEN-TOPIC candidate

每 source 在 memory file 標 line count cite(HG2)。


Stage 2: SCORE — 7-dim weighted(v2 HG10 multi-dim gate)

對 article pool 每篇算 7 dim:

Dim範圍觸發條件
D1 趁熱0-30≤7d=30, ≤14d=15, ≤30d=5
D2 SC opportunity0-25imp ≥ 500 + pos > 10 → +25, imp ≥ 100 → +15
D3 News sense0-20article.slug ∈ this-week news-lens topics → +20
D4 多語 fanout0-15category ∈ {People/Food/Music/Sports/History} + < 3 translations → +15, else +8
D5 冷門高品質0-10v2 widen: 80/80/30d=+10, 70/70/60d=+7, 70/-/90d=+5
D6 Hook variety-10-0recent 3 spore hook 同類 → -10
D7 敏感度-20-0high-sensitivity keyword 命中非 REACTIVE → -20
score = d1 + d2 + d3 + d4 + d5 + d6 + d7
non_zero_dims = sum(1 for d in [d1, d2, d3, d4, d5] if d > 0)

Stage 3: DRAFT — full SPORE-INBOX schema

每 candidate 4 hook anchor + ≥ 2 hook types + 必驗事實 ≥ 10 條 + Source-Mode 標記 + Notes 欄位 score 拆解 transparency。

完整 schema:SPORE-PICK-PIPELINE.md §Stage 3


Stage 4: VERIFY — 10 hard gate(HG1-HG10,v2 升級)

#GateStage
HG1BECOME write mode 完成0
HG26 source 全讀完(line count cite)1
HG3每 candidate 7 dim 都算分(Notes transparency)2
HG4每 candidate ≥ 2 hook anchor + ≥ 2 hook types3
HG50 candidate 在 14d 內發過孢子(spore-db.py last-spore --article4
HG60 candidate 跟 SPORE-INBOX 現有 pending 重複4
HG7至少 2 個不同 Source-Mode4
HG8至少 1 個來自 ARTICLE-DONE-LOG 最近 7d4
HG9不碰高敏感(兩岸/228/政治)除非 REACTIVE4
HG10 (v2)每 candidate 至少 2 個非零 dim 或 score ≥ 35(D1 單軸不算 valid)2

HG10 fail handling(鐵律 2026-05-28 v2):candidate 不能 propose,寧可 < 3 candidates 也不用單軸湊數。Pool 太稀 → 寫 LESSONS-INBOX entry + 明確 emit「< 3 viable, observer review」(不假裝 routine 健康)。

觸發背景:5/28 spore-pick audit 揭露三 candidate 全 D1 單軸(艋舺 30/0/0/0/0/0/0 / 台灣 BIM 30/0/0/0/0/0/0 / 媒體總史 0/0/0/8/0/0/0)→ 7-dim 框架實質退化成「最舊 FIFO」proxy。


Stage 5-6: APPEND + COMMIT

Append 3 entries 到 SPORE-INBOX.md §Pending(保留 §已發歷史 不動,append-only 鐵律遵守)。

routine source default P2。score ≥ 60 / news-lens 標 / REACTIVE 才升 P0/P1。

commit + push origin main(v2.0 main-direct)。


Stage 7: 收官

/twmd-finale chain → memory file 必含:BECOME ACK + Stage 1-4 outcome + 10 HG 狀態表 + Handoff 三態 + Beat 5 反芻。

完整 SOP:SPORE-PICK-PIPELINE.md

ARGUMENTS: (none — pipeline 自己讀 dashboard + INBOX state)

Signals

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Last commit
Sep 2026
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skill
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twmd-spore-pick
Source
github.com/frank890417/taiwan-md