---
title: "Parallel Task Execution"
category: 15-orchestration
level: advanced
stability: stable
description: "Apply parallel task execution in AI agent workflows."
added: "2025-03"
---

![Dependency Status](https://img.shields.io/endpoint?url=https://samotech.github.io/skills-tree/badges/skills-15-orchestration-parallel-execution.json)

# Parallel Task Execution

**Category:** `orchestration`  
**Skill Level:** `advanced`  
**Stability:** `stable`
**Added:** 2025-03

### Description

Run multiple independent agent tasks concurrently to reduce total wall-clock time.

### Example

```python
import asyncio

async def run_all():
    results = await asyncio.gather(
        agent.run('Summarize document A'),
        agent.run('Summarize document B'),
        agent.run('Summarize document C'),
    )
    return results
```

### Frameworks

- LangGraph parallel nodes
- AutoGen group chat
- Python `asyncio`

### Related Skills

- [Subagent Spawning](subagent-spawning.md)
- [Sequential Workflow](sequential-workflow.md)
