将独立任务并发分配给专注的智能体处理隔离问题,无共享状态或顺序依赖,加速问题解决。
You delegate tasks to specialized agents with isolated context. By precisely crafting their instructions and context, you ensure they stay focused and succeed at their task. They should never inherit your session's context or history — you construct exactly what they need. This also preserves your own context for coordination work.
When you have multiple unrelated failures (different test files, different subsystems, different bugs), investigating them sequentially wastes time. Each investigation is independent and can happen in parallel.
Core principle: Dispatch one agent per independent problem domain. Let them work concurrently.
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Multiple failures?
→ Are they independent?
→ yes → Can they work in parallel?
→ yes → Parallel dispatch
→ no (shared state) → Sequential agents
→ no (related) → Single agent investigates all
Use when:
Don't use when:
Group failures by what's broken:
Each domain is independent — fixing tool approval doesn't affect abort tests.
Each agent gets:
Spawn subagents simultaneously — each handles one domain:
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Agent 1 → Fix agent-tool-abort.test.ts failures
Agent 2 → Fix batch-completion-behavior.test.ts failures
Agent 3 → Fix tool-approval-race-conditions.test.ts failures
All three run concurrently.
When agents return:
Good agent prompts are:
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Fix the 3 failing tests in src/agents/agent-tool-abort.test.ts:
1. "should abort tool with partial output capture" - expects 'interrupted at' in message
2. "should handle mixed completed and aborted tools" - fast tool aborted instead of completed
3. "should properly track pendingToolCount" - expects 3 results but gets 0
These are timing/race condition issues. Your task:
1. Read the test file and understand what each test verifies
2. Identify root cause - timing issues or actual bugs?
3. Fix by:
- Replacing arbitrary timeouts with event-based waiting
- Fixing bugs in abort implementation if found
- Adjusting test expectations if testing changed behavior
Do NOT just increase timeouts - find the real issue.
Return: Summary of what you found and what you fixed.
MistakeFixToo broad: "Fix all the tests"Specific: "Fix agent-tool-abort.test.ts"No context: "Fix the race condition"Paste error messages and test namesNo constraints: Agent might refactor everything"Do NOT change production code" or "Fix tests only"Vague output: "Fix it""Return summary of root cause and changes"
Scenario: 6 test failures across 3 files after major refactoring
Failures:
Decision: Independent domains — abort logic separate from batch completion separate from race conditions
Dispatch:
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Agent 1 → Fix agent-tool-abort.test.ts
Agent 2 → Fix batch-completion-behavior.test.ts
Agent 3 → Fix tool-approval-race-conditions.test.ts
Results:
Integration: All fixes independent, no conflicts, full suite green
Time saved: 3 problems solved in parallel vs sequentially
After agents return: