dispatching-parallel-agents

Debug multiple unrelated test failures concurrently by dispatching isolated agents to investigate each independent problem domain, reducing overall time-to-resolution compared to sequential debugging. Each agent receives only the context it needs to identify root causes without shared state.

Fixing race conditions and other independent subsystem failures in parallel requires grouping failures by problem domain and dispatching scope-locked agents. Each agent gets self-contained instructions with clear constraints to prevent interference and produce actionable summaries for safe integration.

Yes, you can dispatch parallel agents to fix different failing test files by assigning one isolated agent per file. This works when failures stem from independent subsystems and can be understood without shared state or sequential dependencies.

Integrate fixes from parallel debugging agents by reviewing each agent's results, checking for conflicting edits, and running the full test suite to confirm combined correctness. This safe integration step ensures that scope-locked changes do not step on shared code.

Avoid parallel debugging for multiple test failures when the problems share state or have sequential dependencies. If fixing one subsystem's root cause alters the context another agent needs, the failures are not independent and must be handled sequentially to prevent conflicting edits.