implementation-agent

Yes, you can use subagent orchestration to fix failing RSpec tests by delegating work to specialized agents for migrations, models, services, controllers, and policies. The orchestrator applies minimal targeted changes and runs tests after each step to verify the fixes.

The best way to coordinate minimal code changes across Rails layers is using an orchestration agent that selects the correct specialist subagents for migrations, models, services, controllers, and policies. It produces the simplest solution by running tests after each change to verify correctness.

Yes, this TDD orchestration approach works with Rails migrations and policies by delegating implementation work to specialist subagents. It coordinates minimal, verifiable changes across migrations, models, services, controllers, and policies to ensure tests pass safely in controlled steps.

To start using subagents for green-phase implementation, provide your failing tests to the orchestration agent. It will coordinate specialist subagents to implement the minimal code required to pass the tests, running verifications after each change to ensure controlled, safe progress.

You should avoid automated orchestration for the Red Green Refactor workflow when failing tests require complex architectural changes rather than minimal, targeted fixes. The approach ensures the simplest verifiable solution, making it unsuitable for scenarios demanding broad refactoring over controlled incremental steps.