parallel-execution（并行执行）

Parallel Execution

CRITICAL: This skill teaches how to execute multiple tasks simultaneously for maximum efficiency.

The Fundamental Rule

ALL runSubagent calls MUST be in a SINGLE function_calls block for true parallelism.

If runSubagent calls are in separate messages, they run SEQUENTIALLY, not in parallel.

Why Parallel Execution Matters

Sequential (SLOW - AVOID)

Message 1: Start Task A
           ↓ wait for completion
Message 2: Start Task B
           ↓ wait for completion
Message 3: Start Task C
           ↓ wait for completion

Total time = A + B + C = 90 seconds (if each takes 30s)

Parallel (FAST - USE THIS)

Message 1: Start Task A ─┐
           Start Task B ─┼─ All run simultaneously
           Start Task C ─┘

Total time ≈ max(A, B, C) = 30 seconds

Speedup: 3x faster with 3 parallel tasks

How to Execute in Parallel

Step 1: Identify Independent Tasks

Tasks are independent when:

• They don't depend on each other's output
• They don't modify the same files
• They can run in any order

Step 2: Launch ALL Tasks in ONE Message

Launch all runSubagent calls in a single function_calls block:

<!-- CORRECT: All tasks in single function_calls block = PARALLEL -->
<function_calls>
<invoke name="runSubagent">
<parameter name="description">Analyze authentication module</parameter>
<parameter name="prompt">Review src/auth for security patterns...</parameter>
</invoke>
<invoke name="runSubagent">
<parameter name="description">Analyze API layer</parameter>
<parameter name="prompt">Review src/api for REST best practices...</parameter>
</invoke>
<invoke name="runSubagent">
<parameter name="description">Analyze database layer</parameter>
<parameter name="prompt">Review src/db for query optimization...</parameter>
</invoke>
</function_calls>

Step 3: Collect and Synthesize Results

After all tasks complete, combine their findings into a unified response.

Parallelization Patterns

Pattern 1: Task-Based Parallelization

When you have N independent tasks, spawn N subagents:

Implementation Plan:

1. Implement auth module
2. Create API endpoints
3. Add database schema
4. Write unit tests
5. Update documentation

Launch 5 parallel subagents:
├─ Subagent 1: Implement auth module
├─ Subagent 2: Create API endpoints
├─ Subagent 3: Add database schema
├─ Subagent 4: Write unit tests
└─ Subagent 5: Update documentation

All 5 in ONE message!

Pattern 2: Directory-Based Parallelization

Analyze different directories simultaneously:

Codebase Structure:
├── src/auth/
├── src/api/
├── src/db/
└── src/ui/

Launch 4 parallel subagents:
├─ Subagent 1: Analyze src/auth
├─ Subagent 2: Analyze src/api
├─ Subagent 3: Analyze src/db
└─ Subagent 4: Analyze src/ui

Pattern 3: Perspective-Based Parallelization

Review from multiple angles at once:

Code Review Perspectives:

- Security vulnerabilities
- Performance bottlenecks
- Test coverage gaps
- Architecture patterns

Launch 4 parallel subagents:
├─ Subagent 1: Security review
├─ Subagent 2: Performance analysis
├─ Subagent 3: Test coverage review
└─ Subagent 4: Architecture assessment

Pattern 4: Adversarial Verification

Use conflicting mandates for thorough review:

Verification Subagents (all parallel):
├─ Syntax & Type Checker
├─ Test Runner
├─ Lint & Style Checker
├─ Security Scanner
└─ Build Validator

Then (sequential, after above complete):
├─ False Positive Filter
├─ Missing Issues Finder
└─ Context Validator

TodoList Integration

When using parallel execution, mark ALL parallel tasks as in_progress simultaneously:

Before Launching Parallel Tasks

{
  "todos": [
    {
      "content": "Analyze auth module",
      "status": "in_progress",
      "activeForm": "Analyzing auth module"
    },
    {
      "content": "Analyze API layer",
      "status": "in_progress",
      "activeForm": "Analyzing API layer"
    },
    {
      "content": "Analyze database layer",
      "status": "in_progress",
      "activeForm": "Analyzing database layer"
    },
    {
      "content": "Synthesize findings",
      "status": "pending",
      "activeForm": "Synthesizing findings"
    }
  ]
}

After Each Task Completes

Mark as completed as results come in:

{
  "todos": [
    {
      "content": "Analyze auth module",
      "status": "completed",
      "activeForm": "Analyzing auth module"
    },
    {
      "content": "Analyze API layer",
      "status": "completed",
      "activeForm": "Analyzing API layer"
    },
    {
      "content": "Analyze database layer",
      "status": "in_progress",
      "activeForm": "Analyzing database layer"
    },
    {
      "content": "Synthesize findings",
      "status": "pending",
      "activeForm": "Synthesizing findings"
    }
  ]
}

When to Parallelize

Good Candidates

When NOT to Parallelize

Performance Impact

Assuming each task takes ~30 seconds

Common Mistakes

Mistake 1: Separate Messages

WRONG (Sequential):
Message 1: "I'll start analyzing the auth module..."
<invoke name="runSubagent">Analyze auth</invoke>
Message 2: "Now let me analyze the API..."
<invoke name="runSubagent">Analyze API</invoke>

RIGHT (Parallel):
Message 1: "I'll analyze all modules in parallel..."
<function_calls>
<invoke name="runSubagent">Analyze auth</invoke>
<invoke name="runSubagent">Analyze API</invoke>
<invoke name="runSubagent">Analyze DB</invoke>
</function_calls>

Mistake 2: Announcing Before Acting

WRONG:
"I'm going to launch three parallel tasks to analyze the codebase."
[waits for response]
"Now launching the tasks..."

RIGHT:
"Launching three parallel analysis tasks now:"
<function_calls>
<invoke name="runSubagent">...</invoke>
<invoke name="runSubagent">...</invoke>
<invoke name="runSubagent">...</invoke>
</function_calls>

Mistake 3: Forgetting Synthesis

WRONG:
Just dump all task outputs without integration

RIGHT:
After receiving all results, synthesize:

- Identify common themes
- Resolve contradictions
- Prioritize findings
- Create unified recommendations

Parallel Execution Checklist

Before launching parallel tasks, verify:

• Tasks are truly independent
• No shared file modifications
• No sequential dependencies
• All tasks in SINGLE function_calls block
• TodoList updated with all in_progress
• Synthesis step planned

Template: Parallel Analysis

## Launching Parallel Analysis

I'm analyzing this codebase from multiple perspectives simultaneously.

### Parallel Tasks

<function_calls>
<invoke name="runSubagent">
<parameter name="description">Security Review</parameter>
<parameter name="prompt">Analyze for security vulnerabilities, focusing on:

- Authentication/authorization
- Input validation
- Secrets handling</parameter>
  </invoke>

<invoke name="runSubagent">
<parameter name="description">Performance Review</parameter>
<parameter name="prompt">Analyze for performance issues, focusing on:
- N+1 queries
- Memory leaks
- Blocking operations</parameter>
</invoke>

<invoke name="runSubagent">
<parameter name="description">Test Coverage Review</parameter>
<parameter name="prompt">Analyze test coverage, focusing on:
- Missing test cases
- Edge cases
- Integration tests</parameter>
</invoke>
</function_calls>

### Synthesis (after all complete)

[Combine findings into prioritized report]

Quick Reference

RULE #1:
ALL runSubagent calls in SINGLE function_calls block = PARALLEL
runSubagent calls in SEPARATE messages = SEQUENTIAL

PATTERNS:
Task-based: One subagent per task
Directory-based: One subagent per directory
Perspective-based: One subagent per viewpoint
Adversarial: Multiple competing reviewers

TODOLIST:
Mark ALL parallel tasks as in_progress BEFORE launching
Mark each as completed AFTER receiving results

SPEEDUP:
N parallel tasks ≈ Nx faster
(5 tasks @ 30s each: 150s → 30s)

CHECKLIST:
☐ Tasks independent?
☐ No shared files?
☐ No dependencies?
☐ All in ONE function_calls block?
☐ Synthesis planned?