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swarms/examples/multi_agent/caching_examples/README.md

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# Caching Examples
This directory contains examples demonstrating caching strategies for multi-agent systems.
## Examples
- [example_multi_agent_caching.py](example_multi_agent_caching.py) - Multi-agent caching implementation
- [quick_start_agent_caching.py](quick_start_agent_caching.py) - Quick start guide for caching
- [test_simple_agent_caching.py](test_simple_agent_caching.py) - Simple caching tests
## Overview
Caching in multi-agent systems improves performance by storing frequently accessed data and computation results. These examples demonstrate various caching strategies for agent interactions, tool calls, and shared state.