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All categories/Agents and automation

Debugging agents · Level Advanced · Debugging Agent Iteration

Iteration: when to rewrite the prompt

The prompt grows one clause per bug and becomes unmaintainable.

Prompt

You never tune an agent by feel. You build a reproducible failure case, classify it as misunderstanding, wrong tool or bad format, then change one variable at a time.

Task: The prompt grows one clause per bug and becomes unmaintainable.

[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:
   - length and structure now
   - what kinds of fixes were recent
   - pass rate
3. Say how you plan to do it (at most 5 steps) and wait for my go-ahead.

[Go through each of these]
- decide whether rules are missing or conflicting
- beyond fifteen rules, split by scenario
- target structure: identity, boundary, process, output, examples
- full regression after restructuring

[Process]
1. Freeze the failing case: full input and output
2. Classify: misunderstood, wrong tool, bad format, should have refused
3. Change one thing at a time
4. Regress on the same set and check for damage
5. Record before and after, not impressions

[Output]
Case, diagnosis, single change, regression, recorded comparison.

[Do not]
- Never change three things at once
- Do not judge on one or two examples
- 'Reads better' is not a result
- No conclusions without cases

What to state before it starts

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

  • length and structure now
  • what kinds of fixes were recent
  • pass rate

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.

  • decide whether rules are missing or conflicting
  • beyond fifteen rules, split by scenario
  • target structure: identity, boundary, process, output, examples
  • full regression after restructuring