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Follow the code.
See the gates.

Explore two recorded harness outcomes: a change accepted in an isolated repository, and a defect blocked after passing tests.

A guided replay of local development results, not a live agent run. This example uses Companion and Orchestrator; they are optional and independent. Use either, both or neither in your own workflow.

Recorded local demonstrationrace.py

Choose an outcome to see what passed, why work stopped and what the evidence supports. These controls replay a summary; they do not run an agent or change code.

  1. Context
  2. Plan
  3. Code
  4. Validate
  5. Review
  6. Integrate
Tests passed. A defect still blocked integration.
Code
Qwen3 Coder Next · LM Studio
External validation
Passed · tree unchanged
Independent review
GPT-6.1 · refused
Integration
Blocked

A child’s cancellation exception was replaced by the wrong error. The review caught it before integration.

Recorded local tests · October 10, 2026. One development fixture. Scope and evidence

Every stage has a job.

  1. Context

    Relevant sources and reviewed decisions ground the task.

  2. Plan

    Companion makes the objective, phases and acceptance criteria visible.

  3. Code

    Orchestrator dispatches a native agent inside the declared scope.

  4. Validate

    An external command checks the proposed change and records proof.

  5. Review

    A separate native session reviews the candidate and can refuse it.

  6. Integrate

    Configured gates decide whether the reviewed candidate can be integrated.

A checked result, with a defined scope.

The accepted run used Haiku 4.5 for coding and Sonnet 4.6 for review. A test-local launcher supplied Claude CLI controls. The Qwen3 Coder Next run used LM Studio through Codex tools; GPT-6.1 reviewed it and refused an exception-handling defect.

Both used one exposed development fixture. Model support, permissions and execution controls depend on the adapter. These runs show the gates operating, not a general reliability score.