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Strategy: Assumption Constraint · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Strategy: Assumption Constraint

yogsoth-ai/assumption-constraint

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

Which assumptions are most fragile? — Vulnerability ranking + impact assessment of experiment assumptions

SkillScore86Maintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 16 of 19 test cases with the skill, and 10 of 19 without it.

Without skill55%

With skill86%

Checks it passed that the model alone missed

Restricts total iterations to 2 or fewer.
Restricts total subagent calls to 5 or fewer.
Specifies cost to validate each assumption as required output.

and 5 more in the full report

7 fixed12 passed either way3 still failing0 broke

Pass-rate lift: +32 pp
Tokens: +17%
Agent turns: 0%
Response time: 0%

Model gemini-3.6-flashMeasured 8/22/2026v119 of 22 cases passed with skill · 19 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-assumption-constraint/SKILL.md https://app.decimal.ai/s/yogsoth-ai-assumption-constraint/SKILL.md

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

decimalai skills add yogsoth-ai-assumption-constraint

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

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

Raw file: /s/yogsoth-ai-assumption-constraint/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-assumption-constraint.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 6

Prompt

We are orchestrating subagents to analyze assumptions for an edge computing firmware update. What is the maximum allowed number of subagent calls according to the budget constraints?

What was checked, without and with the skill
Checked	Without skill	With skill
Restricts total subagent calls to 5 or fewer.	Missed	Passed

case-13 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md65 linessingle file

Strategy: Assumption Constraint

Methodology

Systematic assumption vulnerability analysis:

Extraction: Surface all implicit and explicit assumptions
Scoring: Quantify vulnerability (confidence × evidence / testability)
Impact assessment: Blast radius × recovery cost
Prioritization: Vulnerability × Impact = Priority
Validation planning: Cheapest test that resolves uncertainty

Assumption categories:

Category	Examples
Technical	Method convergence, architecture suitability
Data	Availability, quality, representativeness
Resource	Sufficiency of compute, time, expertise
Environmental	Tool stability, API access, policy
Theoretical	Effect existence, measurability, magnitude

Execution Flow

Challenge Assumptions → call assumption-challenging SOP
- Input: experiment plan, hypothesis
- Output: assumption inventory with validity assessment
Quantify Validation Cost → call resource-quantification SOP
- Input: validation experiments for top assumptions
- Output: cost to validate each assumption
Rank Sensitivity → invoke sensitivity-ranking tactic
- Determine which assumptions are most binding
Report → synthesize vulnerability assessment
- Top-5 fragile assumptions with validation paths
- Binding assumption constraint identification

Budget Gate

| Resource | Budget | Notes |

Track record

Benchmark

16 / 19

test cases passed, vs 10 / 19 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/assumption-constraint/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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See it in action

What's inside

Strategy: Assumption Constraint

Methodology

Execution Flow

Budget Gate

Track record

Benchmark

Adoption

SkillSafety

Source

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