Coding Workflows 10 resources

Debugging Prompt Generator resources

Build debugging prompts from symptoms, environment, and reproduction steps — root cause first, fix second.

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Engineering

Error Analysis Prompt

An exception is a symptom, not a diagnosis: trace from the throw site back to the root trigger, with the runtime checklist on the table.

Engineering Error Analysis Debugging
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Engineering

Debug Performance Problems

Measure before reasoning: find WHERE the time goes, separate latency from memory from throughput, and think at production scale.

Engineering Performance Debugging
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Operations

Debug a Production Incident

Stabilize, then diagnose: impact first, rollback options before intervention, timeline from the deploy history — forensic discipline under fire.

Operations Production Incident Debugging
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Prompt Engineering

Debugging with AI — Done Right

AI is a strong debugging partner and a confident wrong one: the fast-investigation contract that keeps its speed and removes its overconfidence.

Prompt Engineering AI Debugging Debugging
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Engineering

Investigate Intermittent Bugs

It fails once in twenty runs: the occurrence pattern IS the evidence. Hunt the difference between failing and passing runs — forensically.

Engineering Intermittent Bugs Debugging
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Engineering

Investigate Runtime Errors

The error only happens for some inputs: find the implicit contract those inputs violate, with the runtime checklist as the suspect list.

Engineering Runtime Errors Debugging
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Engineering

Root Cause Analysis Prompt

Forensic-grade RCA: most likely cause plus alternatives, each with supporting AND contradicting evidence — and unknowns that stay unknown.

Engineering Root Cause Analysis Debugging
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Engineering

Stack Trace Analysis Prompt

Read the trace bottom-up, find the frame where the bad value entered, and name what made it bad — the trace is a map, not an answer.

Engineering Stack Trace Debugging
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