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Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack.
Passed 16 of 22 test cases with the skill, and 10 of 22 without it.
and 4 more in the full report
6 fixed10 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Users report sporadic missing record errors in a multi-tenant PostgreSQL system. We suspect a race condition in a background migration job. After identifying a potential fix, what final step must be completed before closing the incident?
| Checked | Without skill | With skill |
|---|---|---|
| Mandates documenting the root cause findings. | Passed | Passed |
| Requires explicit verification that the fix resolves the issue under test conditions. | Missed | Passed |
The instructions your model reads when the skill loads.
Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches.
resources/implementation-playbook.md.resources/implementation-playbook.md for detailed debugging patterns and checklists.test cases passed, vs 10 / 22 without
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