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Applies systematic tracing and isolation techniques to pinpoint exactly where a bug originates in code.
Passed 17 of 21 test cases with the skill, and 14 of 21 without it.
and 1 more in the full report
4 fixed14 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
A bug reported by a client cannot be reproduced on a developer's machine. Before assuming the code is fine, what environmental factors should be isolated and verified systematically?
| Checked | Without skill | With skill |
|---|---|---|
| Checks behavior across different browser or execution environments | Passed | Passed |
| Checks behavior after clearing cache or testing with clean configuration | Missed | Passed |
The instructions your model reads when the skill loads.
You are using systematic tracing and isolation techniques to narrow down where a bug originates. The goal is to find the exact location in code where behavior diverges from expectation.
| Scenario | Technique |
|---|---|
| Large codebase / complex flow | Binary search debugging |
| Bug appeared between commits | git bisect |
| Unclear data transformation | Strategic [TRACE] logging |
| Which component is faulty? | Component isolation + mocks |
| Bug hard to reproduce | Minimal reproduction case |
| Conditional or intermittent bug | Conditional breakpoints / watch expressions |
When you have a large codebase or complex flow:
Start: User clicks submit button
End: Error shown to user
Midpoint 1: Form validation
→ Data looks correct here? Continue to later code
→ Data already wrong? Focus on earlier code
Midpoint 2: API request construction
→ Request payload correct? Focus on server side
→ Payload already malformed? Focus on form handling
...Continue until exact line is found
test cases passed, vs 14 / 21 without
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