dispatching-parallel-agents

Debug multiple failing test files concurrently by dispatching parallel agents with isolated task scopes to investigate independent failures, using event-based synchronization to prevent timing race conditions and shared-state interference.

Parallel agent dispatch is a debugging pattern that splits independent codebase failures into isolated tasks, assigning one focused agent per subsystem to investigate and propose fixes concurrently instead of sequentially.

Set up focused agent prompts by creating self-contained, scope-limited prompts with clear goals and expected outputs for each independent problem domain to prevent agent drift during parallel task dispatch.

You can use parallel agents to fix unrelated subsystem failures autonomously when each failure can be debugged without shared state, dispatching one agent per isolated task scope to investigate independently.

Resolve integration conflicts after parallel debugging by consolidating agent summaries, checking for conflicting edits, running the full test suite, and integrating non-conflicting fixes during the review step.

Avoid dispatching parallel agents when failures share state across subsystems or require sequential investigation, as this pattern requires isolated task scopes and independent problems to avoid integration conflicts and race conditions.