Negative Results Are Debug Assets
Use failed tests as evidence that narrows the AI-assisted investigation.
The move: make the assistant remember what the evidence already ruled out. Debugging is not a straight line from symptom to fix. It is a series of tests that shrink the possibility space. Negative results are part of that shrinkage. If a test shows that the cache key is correct, that result matters. If a replay proves the mobile client sends the right payload, that result matters. Why AI repeats itself A language model does not automatically carry a durable investigation ledger. It responds to the strongest patterns in the current context. If your prompt contains "401," it may suggest…
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