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Get Started Free →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".
.claude/skills/frank890417-twmd-spore-pick/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-16 | ✗→✓ | ▲ Improved | 41% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 89% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 38% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 95% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 116% | 0% |
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=PASSbashgit pull origin main
| Source | 用途 | | ------------------------------------------------------ | ----------------------------------------- | | public/api/dashboard-articles.json | article pool (~500-700 non-about wc>2000) | | public/api/dashboard-analytics.json §searchConsole7d | SC 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/P1 | EVERGREEN-TOPIC candidate |
每 source 在 memory file 標 line count cite(HG2)。
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 opportunity | 0-25 | imp ≥ 500 + pos > 10 → +25, imp ≥ 100 → +15 | | D3 News sense | 0-20 | article.slug ∈ this-week news-lens topics → +20 | | D4 多語 fanout | 0-15 | category ∈ {People/Food/Music/Sports/History} + < 3 translations → +15, else +8 | | D5 冷門高品質 | 0-10 | v2 widen: 80/80/30d=+10, 70/70/60d=+7, 70/-/90d=+5 | | D6 Hook variety | -10-0 | recent 3 spore hook 同類 → -10 | | D7 敏感度 | -20-0 | high-sensitivity keyword 命中非 REACTIVE → -20 |
pythonscore = d1 + d2 + d3 + d4 + d5 + d6 + d7 non_zero_dims = sum(1 for d in [d1, d2, d3, d4, d5] if d > 0)
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。
| # | Gate | Stage | | ------------- | --------------------------------------------------------------------- | ----- | | HG1 | BECOME write mode 完成 | 0 | | HG2 | 6 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 types | 3 | | HG5 | 0 candidate 在 14d 內發過孢子(spore-db.py last-spore --article) | 4 | | HG6 | 0 candidate 跟 SPORE-INBOX 現有 pending 重複 | 4 | | HG7 | 至少 2 個不同 Source-Mode | 4 | | HG8 | 至少 1 個來自 ARTICLE-DONE-LOG 最近 7d | 4 | | HG9 | 不碰高敏感(兩岸/228/政治)除非 REACTIVE | 4 | | 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。
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)。
/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)
Other measured skills in the registry, with their headline benchmark lift.