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OpenClaw Memory Architecture

Deep Dive

Your API bill is higher than expected. Your agent keeps forgetting things. This guide fixes both — every optimization explained step by step.

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What you get in the guide

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Memory architecture overview

Understand the two memory files, how context windows work, and why your token bill keeps climbing.

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Vector memory search

Set up and optimize vector search so your agent recalls the right context without bloating the window.

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Composio tools & MCP

Add tools and features the smart way — why Composio saves money over custom MCP integrations.

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Cost optimization strategies

Prompt caching deep dive, cost impact matrix, 5 optimization strategies, and config cheatsheets.