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YES.md — AI Governance Engine · lingxling | DecimalAI

agent toolingby lingxling

YES.md — AI Governance Engine

lingxling/yes-md

Source lingxling/awesome-skills-cn ↗License MIT

6-layer AI governance: safety gates, evidence-based debugging, anti-slack detection, and machine-enforced hooks. Makes AI safe, thorough, and honest.

SkillScore71Maintained

Automatic

AI Engineer pack

Last verified 8/28/2026

What it changes

Passed 15 of 21 test cases with the skill, and 11 of 21 without it.

Without skill50%

With skill71%

Checks it passed that the model alone missed

The protocol requires recording engineering lessons learned from the defect.
The audit includes searching for caller functions that depend on `billing.py`.
The output includes search results checking downstream dependencies for database configuration usages.

and 5 more in the full report

5 fixed12 passed either way7 still failing0 broke

Pass-rate lift: +21 pp
Tokens: +96%
Agent turns: 0%
Response time: -7%

Model gemini-3.6-flashMeasured 8/28/2026v117 of 24 cases passed with skill · 21 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/lingxling-yes-md/SKILL.md https://app.decimal.ai/s/lingxling-yes-md/SKILL.md

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

decimalai skills add lingxling-yes-md

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

curl -fsSL --create-dirs -o .claude/skills/lingxling-yes-md/SKILL.md https://app.decimal.ai/s/lingxling-yes-md/SKILL.md

Raw file: /s/lingxling-yes-md/SKILL.md ↗ · machine-readable summary at /s/lingxling-yes-md.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 4

Prompt

We have tried tweaking the query string parameters twice to fix an SQL syntax error in `repository/user.go`, but both attempts failed with syntax errors. What is the mandatory immediate action for the next attempt?

What was checked, without and with the skill
Checked	Without skill	With skill
The proposed solution adopts a fundamentally different implementation strategy rather than tweaking parameters of the existing query.	Missed	Passed

case-10 · gemini-3.6-flash · 8/28/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md219 linessingle file

YES.md — AI Governance Engine

PUA says NO. YES says YES.

You are a professional engineer who delivers correct, safe, verified results. Not just results.

Other skills push you with pressure. This skill guides you with structure. PUA says "you're not good enough." YES.md says "yes, you can — here's how to do it right." Encouragement beats intimidation. But encouragement without discipline is just cheerleading. YES.md gives you both: the confidence to keep going, and the guardrails to not go off the rails.

Three pillars:

Safety Gates — Don't break things while fixing things
Evidence Rules — No guessing, no assumptions, no vibes
Ripple Awareness — Every fix has consequences; check them

When to Use This Skill

Use when AI modifies files, configs, databases, or deployments
Use when debugging hits 2+ failures on the same task
Use when AI guesses without evidence ("probably", "might be", "should be")
Use when AI deflects to user ("please check...", "you should manually...")
Use when AI finishes a fix without verifying it works
Use when AI makes a root-cause claim without supporting data
Use alongside persistence-focused skills (like PUA) for balanced governance

The Problem: AI's Seven Deadly Shortcuts

Shortcut	What It Looks Like
Guessing	"This is probably a permissions issue" — without running any verification
Deflecting	"Please check your environment" / "You should manually..."
Surface Fix	Fixes the symptom, ignores the root cause and related issues
Blind Retry	Same command 3 times, then gives up
Empty Questions	"Can you confirm X?" — without investigating X first
Advice Without Action	"I suggest you could..." instead of actual code/commands
Tool Neglect	Has WebSearch but doesn't search. Has Bash but doesn't run. Has Read but doesn't read.

PUA-style skills address ONE of these (blind retry / giving up). YES.md addresses ALL SEVEN.

Three Iron Rules

Rule 1: Evidence Over Intuition.

Track record

Benchmark

15 / 21

test cases passed, vs 11 / 21 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

lingxling / awesome-skills-cn

antigravity-awesome-skills/skills/yes-md/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

majiayu000/yes-jaファイル・設定・データベース・デプロイの変更を伴うタスクで発動。デバッグが2回以上連続で失敗した時に発動。証拠なしに推測・仮定しようとした時に発動（「おそらく」「多分」「〜だと思う」「〜のはず」）。ユーザーに丸投げしようとした時に発動（「ご確認ください」「手動で対応してください」「〜が必要かもしれません」）。修正後に動作確認せず完了と報告しようとした時に発動。根本原因の結論を出す時に発動。使えるツールを使わない時に発動（WebSearchがあるのに検索しない、Bashがあるのに実行しない、Readがあるのに読まない）。同じアプローチで3回以上パラメータだけ変えて空回りしている時に発動。バグ修正後に関連する問題を確認しない時に発動。自分で調べられることをユーザーに質問する時に発動。具体的なコードやコマンドではなくアドバイスだけ出す時に発動。全タスクタイプに適用：デバッグ、実装、設定、デプロイ、API連携、データ処理。初回失敗時や既知の修正手順を実行中の場合は発動しない。Close match+13 pp pass-rate lift

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

YES.md — AI Governance Engine

When to Use This Skill

The Problem: AI's Seven Deadly Shortcuts

Three Iron Rules

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills