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🧬 Taiwan.md — Sovereignty Bench · frank890417 | DecimalAI

ai mlby frank890417

🧬 Taiwan.md — Sovereignty Bench

frank890417/twmd-bench

Source frank890417/taiwan-md ↗License Not recorded

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

SkillScore86Maintained

Automatic

AI Engineer pack

Last verified 8/15/2026

What it changes

Passed 17 of 20 test cases with the skill, and 3 of 20 without it.

Without skill14%

With skill86%

Checks it passed that the model alone missed

Refers to DNA #44
Refers to DNA #43
Includes the 🧬 emoji signature

and 19 more in the full report

16 fixed3 passed either way3 still failing0 broke

Pass-rate lift: +73 pp
Tokens: -25%
Agent turns: 0%
Response time: -36%

Model gemini-3.6-flashMeasured 8/15/2026v119 of 22 cases passed with skill · 20 comparable

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-bench/SKILL.md https://app.decimal.ai/s/frank890417-twmd-bench/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add frank890417-twmd-bench, 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-bench/ and pins it in .decimal/skills.lock

decimalai skills add frank890417-twmd-bench

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

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

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

Where are cell schemas and phase design details formally defined for this benchmark suite?

What was checked, without and with the skill
Checked	Without skill	With skill
States that cell schemas and phase design are governed by docs/pipelines/BENCH-PIPELINE.md	Missed	Passed

case-11 · 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 — Sovereignty Bench

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/BENCH-PIPELINE.md 7 stage SOP。
Scorer 用 Opus sub-agent judge（DNA #44）+ Monitor regex 雙信號（DNA #43）。

故意最小化。Phase 設計 / cell schema / merge mode / public API 全部在 pipeline canonical。

Track record

Benchmark

17 / 20

test cases passed, vs 3 / 20 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-bench/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 — Sovereignty Bench

Track record

Benchmark

Adoption

SkillSafety

Source

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