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Component Surgery · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Component Surgery

yogsoth-ai/component-surgery

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

Component-level surgical operations (subtract/multiply/divide/unify/redirect) from Systematic Inventive Thinking (SIT).

NewMaintained

Automatic

Product Management pack

Last verified 8/22/2026

What it changes

Passed 7 of 16 test cases with the skill, and 9 of 16 without it.

Without skill55%

With skill41%

Checks it passed that the model alone missed

Applies the redirection operator to establish parameter dependencies between existing components.
Verifies that the modified pneumatic nail gun mechanism retains its core fastening function before generating final synthesis.
Enforces the gate requirement of reaching eighty percent budget line consumption or providing explicit yield target justification.

3 fixed6 passed either way7 still failing6 broke

Pass-rate lift: -14 pp
Tokens: +66%
Agent turns: 0%
Response time: +45%

Model gemini-3.6-flashMeasured 8/22/2026v19 of 22 cases passed with skill · 16 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-component-surgery/SKILL.md https://app.decimal.ai/s/yogsoth-ai-component-surgery/SKILL.md

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

decimalai skills add yogsoth-ai-component-surgery

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 3

Prompt

We want to finalize our component surgery report on an electric toothbrush motor enclosure immediately after doing 2 web searches, even though the full search budget remains mostly unconsumed.

What was checked, without and with the skill
Checked	Without skill	With skill
Enforces the gate requirement of reaching eighty percent budget line consumption or providing explicit yield target justification.	Missed	Passed

case-09 · 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.md63 linessingle file

Component Surgery

Apply SIT operators at the component level to create structural innovations through surgical modification.

State Ledger

Resource	Target	%
web-search	20	0%
web-research	5	0%
paper-overview	15	0%
paper-search	10	0%
paper-research	3	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
component-decomposition	Decompose system into operable components
combination-mapping	Map component × operator combinations

Available SOPs

SOP	Role
surgery-operation	Execute subtract/multiply/divide/unify/redirect
function-model-construction	Build functional model before surgery
recombination-generation	Reassemble post-surgery fragments
structural-synthesis	Synthesize surgical outcomes

Execution Guidance

Model: Build function model of the system via function-model-construction
Decompose: Use component-decomposition tactic to identify targets
Operate: Apply surgery-operation SOP with selected operators
Verify: Check that modified system retains core function

Track record

Benchmark

7 / 16

test cases passed, vs 9 / 16 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/component-surgery/SKILL.md

View on GitHub ↗

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

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Ready to supercharge your AI agents?

See it in action

What's inside

Component Surgery

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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