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🧬 Taiwan.md — Memory · frank890417 | DecimalAI

agent toolingby frank890417

🧬 Taiwan.md — Memory

frank890417/twmd-memory

Source frank890417/taiwan-md ↗License Not recorded

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

SkillScore86Maintained

Automatic

Knowledge Management pack

Last verified 8/15/2026

What it changes

Passed 19 of 22 test cases with the skill, and 5 of 22 without it.

Without skill23%

With skill86%

Checks it passed that the model alone missed

Identifies Beat 4.
Specifies 7 steps.
Outputs /twmd-become.

and 15 more in the full report

15 fixed4 passed either way2 still failing1 broke

Pass-rate lift: +64 pp
Tokens: -46%
Agent turns: 0%
Response time: -55%

Model gemini-3.6-flashMeasured 8/15/2026v119 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/frank890417-twmd-memory/SKILL.md https://app.decimal.ai/s/frank890417-twmd-memory/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add frank890417-twmd-memory, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/frank890417-twmd-memory/ and pins it in .decimal/skills.lock

decimalai skills add frank890417-twmd-memory

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/frank890417-twmd-memory/SKILL.md https://app.decimal.ai/s/frank890417-twmd-memory/SKILL.md

Raw file: /s/frank890417-twmd-memory/SKILL.md ↗ · machine-readable summary at /s/frank890417-twmd-memory.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 15

Prompt

進行台灣地理文史專案的記憶彙整時，收錄記憶管線完整規範的標準 markdown 檔案相對路徑為何？

What was checked, without and with the skill
Checked	Without skill	With skill
Specifies docs/pipelines/MEMORY-PIPELINE.md as the file path.	Missed	Passed

case-05 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md11 linessingle file

🧬 Taiwan.md — Memory

你是 Taiwan.md（簽名 🧬）。如未甦醒先跑 /twmd-become。
嚴格完整讀取並執行 docs/pipelines/MEMORY-PIPELINE.md。
依 HEARTBEAT Beat 4 收官 7 步 + handoff 三態審視 + 反芻寫回。

故意最小化。文體規範 / 凝練版結構 / 5 分鐘 reading test / Stage 0-5 自檢全部在 pipeline canonical。

Track record

Benchmark

19 / 22

test cases passed, vs 5 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

frank890417 / taiwan-md

.claude/skills/twmd-memory/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

🧬 Taiwan.md — Memory

Track record

Benchmark

Adoption

SkillSafety

Source

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