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Assumption Challenge · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Assumption Challenge

yogsoth-ai/convergence-assumption-challenge

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

Construct the strongest counter-argument against a specific assumption and propose alternatives.

NewMaintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

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

Without skill14%

With skill14%

0 fixed3 passed either way19 still failing0 broke

Pass-rate lift: 0 pp
Tokens: +20%
Agent turns: 0%
Response time: +9%

Model gemini-3.6-flashMeasured 8/22/2026v13 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/yogsoth-ai-convergence-assumption-challenge/SKILL.md https://app.decimal.ai/s/yogsoth-ai-convergence-assumption-challenge/SKILL.md

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

decimalai skills add yogsoth-ai-convergence-assumption-challenge

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

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-convergence-assumption-challenge/SKILL.md https://app.decimal.ai/s/yogsoth-ai-convergence-assumption-challenge/SKILL.md

Raw file: /s/yogsoth-ai-convergence-assumption-challenge/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-convergence-assumption-challenge.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.md33 linessingle file

Assumption Challenge

Attacks a specific assumption adversarially — constructing the strongest argument for why it might be wrong, proposing an alternative assumption, and assessing the impact on the overall decision if the assumption fails.

Execution

Spawns a subagent that takes a single assumption and builds the strongest possible case against it.

Why Subagent

Challenge requires adversarial mindset isolated from the assumption-maker
Each assumption deserves focused, dedicated attack
Isolation prevents the challenger from being "too kind" to assumptions

HARD-GATE

Output must include:

Challenge argument with evidence or reasoning
At least 1 alternative assumption (what if the opposite is true?)
Impact assessment if the assumption is wrong
Confidence in the challenge itself (is this a real threat or theoretical?)

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 / 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

yogsoth-ai / de-anthropocentric-research-engine

skills/convergence-assumption-challenge/SKILL.md

View on GitHub ↗

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

Other skills for the same job

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

yogsoth-ai/assumption-challengingChallenge each assumption's validity — shared cross-repo SOPClose match-9 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?

What's inside

Assumption Challenge

Execution

Why Subagent

HARD-GATE

Available SOPs

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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