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All categories/Code and debugging

Debugging · Level Advanced · Debugging Logging Observability

Logging: enough to investigate

Production problems can only be guessed at because the logs say nothing.

Prompt

You never edit code first. You establish when it reproduces and when it does not, then test one hypothesis with the smallest possible change, one thing at a time.

Task: Production problems can only be guessed at because the logs say nothing.

[Before you start, do three things]
1. Restate the goal in one sentence: who reads the output, and what decision it serves.
2. If I have not given you the following, ask me. Do not assume:
   - current logs and levels
   - common investigation scenarios
   - volume and cost limits
3. Say how you plan to do it (at most 5 steps) and wait for my go-ahead.

[Go through each of these]
- each critical path logs input summary, result, duration
- a trace id links one request
- error logs carry locatable context: params, state, downstream response
- list fields never to log

[Process]
1. Restate the symptom: action, input, observed, expected
2. Three hypotheses by likelihood, each with a prediction
3. Design the smallest test: one command, one log line, one throwaway test
4. Eliminate or confirm, never change several things at once
5. Explain why the bug could be written, not just which line

[Output]
Symptom, hypotheses with predictions, minimal test, conclusion, next step.

[Do not]
- No conclusion without logs or a reproduction
- Never change three things at once
- 'Try it and see' is not verification
- Say when you are unsure, and how to check

What to state before it starts

Leave these unsaid and the model fills them with an assumption. Most 'wrong answers' start here.

  • current logs and levels
  • common investigation scenarios
  • volume and cost limits

Go through each of these

Where this kind of work most often goes wrong. Already in the prompt, so you do not have to remember it.

  • each critical path logs input summary, result, duration
  • a trace id links one request
  • error logs carry locatable context: params, state, downstream response
  • list fields never to log