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Get Started Free →Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-14 | ✗→✓ | ▲ Improved | 159% | 0% |
| case-15 | ✓→✗ | ▼ Worse | 68% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 28% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 72% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 33% | 0% |
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.
dotdigraph when_to_use { "Multiple failures?" [shape=diamond]; "Are they independent?" [shape=diamond]; "Single agent investigates all" [shape=box]; "One agent per problem domain" [shape=box]; "Can they work in parallel?" [shape=diamond]; "Sequential agents" [shape=box]; "Parallel dispatch" [shape=box]; "Multiple failures?" -> "Are they independent?" [label="yes"]; "Are they independent?" -> "Single agent investigates all" [label="no - related"]; "Are they independent?" -> "Can they work in parallel?" [label="yes"]; "Can they work in parallel?" -> "Parallel dispatch" [label="yes"]; "Can they work in parallel?" -> "Sequential agents" [label="no - shared state"]; }
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:
typescript// In Claude Code / AI environment Task("Fix agent-tool-abort.test.ts failures") Task("Fix batch-completion-behavior.test.ts failures") Task("Fix tool-approval-race-conditions.test.ts failures") // All three run concurrently
When agents return:
Good agent prompts are:
markdownFix 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.
❌ Too broad: "Fix all the tests" - agent gets lost ✅ Specific: "Fix agent-tool-abort.test.ts" - focused scope
❌ No context: "Fix the race condition" - agent doesn't know where ✅ Context: Paste the error messages and test names
❌ No constraints: Agent might refactor everything ✅ Constraints: "Do NOT change production code" or "Fix tests only"
❌ Vague output: "Fix it" - you don't know what changed ✅ Specific: "Return summary of root cause and changes"
Related failures: Fixing one might fix others - investigate together first Need full context: Understanding requires seeing entire system Exploratory debugging: You don't know what's broken yet Shared state: Agents would interfere (editing same files, using same resources)
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:
Agent 1 → Fix agent-tool-abort.test.ts
Agent 2 → Fix batch-completion-behavior.test.ts
Agent 3 → Fix tool-approval-race-conditions.test.tsResults:
Integration: All fixes independent, no conflicts, full suite green
Time saved: 3 problems solved in parallel vs sequentially
After agents return:
From debugging session (2025-10-03):
Other measured skills in the registry, with their headline benchmark lift.