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帮助用户进行代码审查，识别常见代码问题并给出修改建议。
Passed 21 of 22 test cases with the skill, and 21 of 22 without it.
1 fixed20 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
Review this Python data filtering code: `def filter_valid(items, valid_ids): return [item for item in items if item['id'] in valid_ids]` where `valid_ids` is a list of 100,000 integers. Specify the asymptotic Big-O time complexity of the current implementation.
| Checked | Without skill | With skill |
|---|---|---|
| Contains the Big-O complexity notation 'O(N * M)' or 'O(n * m)' or 'O(N^2)' | Missed | Passed |
The instructions your model reads when the skill loads.
一个代码审查辅助 Skill，帮助开发者快速发现代码中的常见问题。
直接将代码片段或 diff 发给 Agent，Skill 会自动分析并输出审查报告。
审查报告包含：
test cases passed, vs 21 / 22 without
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