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Ask about prompts that misread an error, context that should not be removed, redaction decisions, or ways to make an engineering handoff easier to understand.
Include the tool, error category, and what the AI answer got wrong.
Explain which lines you kept or removed and why.
Use a reduced example instead of a production log whenever possible.
Questions should help other developers learn from the discussion.
Discussion starters
These are deliberately unresolved. Use them to compare debugging decisions, explain a tradeoff, or turn a vague AI complaint into a question another developer can test.
Removing framework frames makes a report readable, but trimming too early can hide an async boundary or the caller that supplied the bad value.
Testable angle
Compare the first application frame, the nearest framework boundary, and the final exception. Which line would change your diagnosis if it disappeared?
Safe boundary: Replace private paths and identifiers, but preserve frame order, function names, package versions, and the exception chain.
A plausible patch can stop the visible error while leaving the incorrect state or broken contract in place.
Testable angle
Ask for two competing hypotheses and one discriminating check. What result would rule out the assistant's preferred explanation?
Safe boundary: Share a minimal data shape and the failing expression instead of production records or a complete repository.
Secrets must be removed, but replacing every path, host, and identifier can erase relationships that are essential to debugging.
Testable angle
Which values need stable placeholders such as USER_A or SERVICE_B so repeated references remain comparable?
Safe boundary: Never publish credentials, signed URLs, customer data, internal hostnames, or proprietary source. Reproduce the structure with synthetic values.
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