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Use this skill when a bug report is incomplete, intermittent, environment-specific, or mixed with an assumed cause. The goal is to prove the smallest observable failure before diagnosis or repair begins.
Capture the exact error, incorrect output, timestamp, affected route or command, and the smallest known input. Preserve relevant logs without secrets or personal data. Label second-hand descriptions as unverified.
Record only facts you can inspect:
Never guess credentials or production configuration.
Write two explicit observable statements:
Do not put the suspected cause in either statement.
Start from the reported path, then exclude unrelated data, services, and steps from the reproduction script one at a time — do not terminate or delete pre-existing services. Keep the smallest fixture that still fails. If the failure stops, restore the last excluded condition and record it.
Prefer an isolated test, minimal script, or smallest safe request over reproducing against production.
Run the minimal reproduction at least twice where safe. "Where safe" means against isolated, local, or test environments only — never against staging or production without explicit human approval. Record commands and outputs. If the failure is intermittent, report the observed frequency and duration instead of calling it deterministic.
A verified reproduction is the deliverable. Do not edit implementation code while building the brief because that can destroy the evidence or mix diagnosis with remediation.
cat, grep, find, git diff, git log, and test-runner invocations over write or delete operations.rm -rf, rmdir, docker-compose down, docker rm, kubectl delete, pkill, kill -9, or equivalent) against shared, staging, or production resources; restrict any such operations to ephemeral fixtures created solely for this reproduction run.Adapted from the MIT-licensed workflow at https://github.com/skyestrela/ai-agent-skill-preview.
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HARDENING.md
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SKILL.md