# 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.