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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 13 of 22 without it.
and 8 more in the full report
9 fixed12 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
If a developer is actively using Claude Code and wants to extract patterns immediately without closing the active session, what interactive slash command should they run?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies /learn as the manual extraction slash command. | Missed | Passed |
The instructions your model reads when the skill loads.
自動評估 Claude Code 工作階段結束時的內容,提取可重用模式並儲存為學習技能。
此技能作為 Stop hook 在每個工作階段結束時執行:
~/.claude/skills/learned/編輯 config.json 以自訂:
{
"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"
]
}
| 模式 | 描述 |
test cases passed, vs 13 / 22 without
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