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CSH 12-Question · yogsoth-ai | DecimalAI

researchby yogsoth-ai

CSH 12-Question

yogsoth-ai/csh-12-question

Source yogsoth-ai/de-anthropocentric-research-engine ↗License Apache-2.0

Apply Ulrich's Critical Systems Heuristics 12 questions across 4 dimensions (motivation, control, expertise, legitimacy) comparing is vs ought.

NewMaintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 3 of 23 test cases with the skill, and 4 of 23 without it.

Without skill17%

With skill13%

0 fixed3 passed either way19 still failing1 broke

Pass-rate lift: -4 pp
Tokens: +20%
Agent turns: 0%
Response time: +14%

Model gemini-3.6-flashMeasured 8/22/2026v13 of 23 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/yogsoth-ai-csh-12-question/SKILL.md https://app.decimal.ai/s/yogsoth-ai-csh-12-question/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add yogsoth-ai-csh-12-question, 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/yogsoth-ai-csh-12-question/ and pins it in .decimal/skills.lock

decimalai skills add yogsoth-ai-csh-12-question

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

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-csh-12-question/SKILL.md https://app.decimal.ai/s/yogsoth-ai-csh-12-question/SKILL.md

Raw file: /s/yogsoth-ai-csh-12-question/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-csh-12-question.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

What's inside

The instructions your model reads when the skill loads.

SKILL.md23 linessingle file

CSH 12-Question

Critical Systems Heuristics boundary analysis.

Execution

Subagent — spawned via subagent-spawning/spawn-agent.

Budget

One unit = one CSH 12-question analysis pass.

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOP	When to use
spawn-agent	Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent.

Track record

Benchmark

3 / 23

test cases passed, vs 4 / 23 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

yogsoth-ai / de-anthropocentric-research-engine

skills/csh-12-question/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

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

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What's inside

CSH 12-Question

Execution

Budget

Available SOPs

Track record

Benchmark

Adoption

SkillSafety

Source

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