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Direct Analogy · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Direct Analogy

yogsoth-ai/direct-analogy

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

Find structurally similar systems in nature/technology/society. Map structural parallels to generate transferable solution principles.

SkillScore77Maintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 15 of 20 test cases with the skill, and 14 of 20 without it.

Without skill68%

With skill77%

Checks it passed that the model alone missed

The output recommends selecting the top two or three candidate analogies for deep chaining.
The output directs searching across Technology, Society, and History domains in addition to Nature.
The output orders domain exploration as Nature, followed by Technology, then Society, and finally History.

and 2 more in the full report

5 fixed12 passed either way2 still failing3 broke

Pass-rate lift: +9 pp
Tokens: +28%
Agent turns: 0%
Response time: +15%

Model gemini-3.6-flashMeasured 8/22/2026v117 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-direct-analogy/SKILL.md https://app.decimal.ai/s/yogsoth-ai-direct-analogy/SKILL.md

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

decimalai skills add yogsoth-ai-direct-analogy

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

In an automated research strategy that uses a state ledger with web and paper research budgets, what condition must be met regarding resource budgets before exiting the strategy?

What was checked, without and with the skill
Checked	Without skill	With skill
The output states that at least eighty percent of each budget line must be consumed or yield targets met with justification.	Missed	Passed

case-16 · 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

Direct Analogy

Find structurally similar systems in nature, technology, or society that share structural properties with the problem domain.

State Ledger

Resource	Target	%
web-search	25	0%
web-research	8	0%
paper-overview	25	0%
paper-search	15	0%
paper-research	5	0%

HARD-GATE

Cannot exit strategy until ≥80% of each budget line is consumed OR yield targets are met with justification for remaining budget.

Available Tactics

Tactic	Role
analogy-extraction	Extract structural analogies from cross-domain sources
excursion-orchestration	Full excursion if direct search insufficient

Available SOPs

SOP	Role
direct-analogy-generation	Generate analogies from nature/tech/society
analogy-chain	Deepen promising analogies through layers
springboard-launch	Convert best analogies into concrete solutions
synectics-synthesis	Synthesize final analogy report

Execution Guidance

Abstract the problem: Extract the core functional/structural challenge
Search domains: Nature → Technology → Society → History
Map structure: For each analogy, map structural correspondences
Evaluate fit: Score analogies by structural depth and transferability

Track record

Benchmark

15 / 20

test cases passed, vs 14 / 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/direct-analogy/SKILL.md

View on GitHub ↗

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

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See it in action

What's inside

Direct Analogy

State Ledger

HARD-GATE

Available Tactics

Available SOPs

Execution Guidance

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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