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Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
Passed 19 of 21 test cases with the skill, and 12 of 21 without it.
and 5 more in the full report
7 fixed13 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
In ~/.claude/settings.json, what matcher value and hook type should be specified when configuring the continuous learning session evaluator?
| Checked | Without skill | With skill |
|---|---|---|
| The hook type is set to 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 12 / 21 without
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