Binary-search a bug across recent changes
When a bug appeared 'sometime in the last week' and you have N suspects, binary search beats reading every diff. This prompt structures the search.
I have a bug. Help me binary-search the cause across recent commits.
Symptom: {{SYMPTOM}}
Last known good version/commit: {{LAST_GOOD}}
First known bad version/commit: {{FIRST_BAD}}
Reproducible test: {{REPRO_STEPS}}
Produce:
1. A git bisect plan with the exact commands.
2. 3 likely categories of cause given the symptom (e.g., dependency change, env-var change, race condition).
3. For each category, 2 fast "smell tests" I can run before completing the bisect.
4. A rollback command if I need to ship a fix in the next hour. {{SYMPTOM}}{{LAST_GOOD}}{{FIRST_BAD}}{{REPRO_STEPS}}
How to use this prompt
- Copy the prompt above (Copy button on the top-right).
- Replace each
{{VAR}}with your own value. Variables:{{SYMPTOM}}{{LAST_GOOD}}{{FIRST_BAD}}{{REPRO_STEPS}}. - Paste it into one of the recommended tools below.
- Iterate: tighten constraints in the prompt if the output is generic.
Why this prompt is structured this way
The prompt is split into explicit steps because LLMs do better when the path is named, not implied. Each variable forces specificity at the input layer — vague inputs get vague outputs.
Pair this prompt with a tool
Cursor
$20/moAI-first code editor forked from VS Code.
Cursor is VS Code with first-class LLM integration. Multi-file edits, codebase Q&A, autocomplete that's actually useful. The default IDE for many shipping engineers in 2026.
Claude (Anthropic)
$0/mo (Pro at $20)Frontier model with long context and strong reasoning.
Claude (Opus / Sonnet / Haiku tiers) is the assistant favored by writers and engineers who care about reasoning quality and tone. 1M token context on Opus.
ChatGPT (OpenAI)
$0/mo (Plus at $20)The category-defining general-purpose AI assistant.
ChatGPT has the broadest feature surface: image gen, voice, custom GPTs, web browsing, code execution. Often the right default; sometimes beaten on specific tasks by Claude or Perplexity.
The PlaybookPrompts weekly
One short email per week. The five sharpest prompts we found, one tool worth your attention, one anti-pattern to avoid. Unsubscribe in one click.
Newsletter signup is not configured. Set PUBLIC_NEWSLETTER_USERNAME in the build env.