Thariq Shihipar6/ Code Quality & Review
Source snapshot: 2026-11-09Independent editorial note
When this pattern helps
The practical value is reducing ambiguity before implementation and making the result observable. Turn the expected behavior into checks that can pass or fail; a confident explanation is not a substitute for a reproducible test.
重点不是让提示词更长,而是先消除实现歧义,并把预期结果变成可通过或失败的检查。模型解释得很肯定,不等于测试已经通过。
Skills that enforce code quality inside of your org and help review code. These can include deterministic scripts or tools for maximum robustness. You may want to run these skills automatically as part of hooks or inside of a GitHub Action.
Examples: adversarial-review, code-style, testing-practices
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