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Verification

One at a time. Tell it whether you knew, and the ones you did not stay in your pile.

1 / 7

Ask Claude for the command it ran and its output.

Evidence beats "it should work". Give it a pass or fail check: a test file, a build exit code, a linter, a fixture diff or a screenshot.

The whole topic7
  • Ask Claude for the command it ran and its output.

    Evidence beats "it should work". Give it a pass or fail check: a test file, a build exit code, a linter, a fixture diff or a screenshot.

  • /verify builds, runs and looks at the app.

    It catches what tests and typechecks miss.

  • /code-review uses a fresh subagent that never saw your conversation.

    So it is not anchored on your reasoning. Add --fix to apply the findings.

  • /simplify runs four review agents in parallel on your changed code.

    Run it before you commit a large change.

  • The agent solves whatever the verifier measures, so the verifier must be nearly perfect.

    In the C compiler project, GCC served as a known-good oracle, which let agents isolate bugs in parallel.

  • pass@k rises with k, but pass^k falls: 75 percent per trial gives about 42 percent for three in a row.

    If an agent must succeed every time, measure consistency, not best of many.

  • A 0 percent pass rate over many trials usually means a broken task, not a weak agent.

    Check the task and the grader before you blame the model.