Playbook
Scenarios (static MVP)
Each scenario is a structured workflow: what to gather, what to ask, and in what order—so AI answers stay useful in messy real systems.
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Debugging
Slow or flaky API
Trace latency through layers: gateway, app, DB, cache. Prompts aligned to each signal you can pull.
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Build
Feature from issue to PR
Scope, contracts, edge cases, then implementation slices—each step has prompt patterns tied to review checkpoints.
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Prod
Production incident triage
Time-boxed path: customer impact → recent deploys → error budget → targeted log queries and rollback decisions.
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Debugging
Test failures after a refactor
Diff-first narrowing: failing test → changed assumptions → minimal repro prompts.
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Investigate
Onboarding to an unfamiliar codebase
Map ownership, entry points, and data flow before asking “explain this repo.”
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