
parallel-execution
by d-o-hub
A modular Rust-based self-learning episodic memory system for AI agents, featuring hybrid storage with Turso (SQL) and redb (KV), async execution tracking, reward scoring, reflection, and pattern-based skill evolution. Designed for real-world applicability, maintainability, and scalable agent workflows.
SKILL.md
name: parallel-execution description: Execute multiple independent tasks simultaneously using parallel agent coordination to maximize throughput. Use when tasks have no dependencies, results can be aggregated, and agents are available for concurrent work.
Parallel Execution
Execute multiple independent tasks simultaneously to maximize throughput and minimize total execution time.
When to Use
- Multiple independent tasks (no dependencies)
- Tasks benefit from concurrent execution
- Maximizing throughput is priority
- Available agents for parallel work
- Results can be aggregated after completion
Core Concepts
Independence
Tasks are independent when:
- ✓ No data dependencies
- ✓ No resource conflicts
- ✓ No ordering requirements
- ✓ Failures are isolated
Concurrency
Critical: Use single message with multiple Task tool calls:
[Task tool] → Agent A
[Task tool] → Agent B
[Task tool] → Agent C
All start simultaneously.
Execution Patterns
| Pattern | Description | Example |
|---|---|---|
| Homogeneous | Same agent, different inputs | Test 3 modules |
| Heterogeneous | Different agents, related task | Review + Test + Profile |
| Parallel + Convergence | Parallel → Synthesize | Profile + Analyze → Root cause |
Synchronization Strategies
- Wait for All: Proceed when ALL complete
- Wait for Any: Early termination on first success
- Threshold: Proceed when N of M complete
Performance
Sequential: T1 + T2 + T3
Parallel: max(T1, T2, T3)
Speedup = Sequential / Parallel
Example: 3 tasks (10+15+8 min) → Parallel (15 min) = 2.2x faster
Best Practices
✓ Verify independence before parallelizing ✓ Use single message with multiple Task calls ✓ Balance workload across agents ✓ Handle failures gracefully
✗ Don't parallelize dependent tasks ✗ Don't send sequential messages
Score
Total Score
Based on repository quality metrics
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