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Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
Passed 21 of 22 test cases with the skill, and 10 of 22 without it.
and 13 more in the full report
11 fixed10 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
What confidence score range does Homunculus v2 assign to extracted behavioral instincts to evaluate their reliability?
| Checked | Without skill | With skill |
|---|---|---|
| States the numerical weighted confidence scoring range of 0.3 to 0.9 | Missed | Passed |
The instructions your model reads when the skill loads.
Automatically evaluates Claude Code sessions on end to extract reusable patterns that can be saved as learned skills.
This skill runs as a Stop hook at the end of each session:
~/.claude/skills/learned/Edit config.json to customize:
{
"min_session_length": 10,
"extraction_threshold": "medium",
"auto_approve": false,
"learned_skills_path": "~/.claude/skills/learned/",
"patterns_to_detect": [
"error_resolution",
"user_corrections",
"workarounds",
"debugging_techniques",
"project_specific"
],
"ignore_patterns": [
"simple_typos",
"one_time_fixes",
"external_api_issues"
]
}
| Pattern | Description |
test cases passed, vs 10 / 22 without
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