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      <title>Giving Your Home AI Agent Memory That Lasts</title>
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      <description>An agent with tools but no memory forgets you every morning. A walkthrough of how I bolted durable, structured memory onto my home AI agent running on a Mac Studio - what I store, where it lives, how retrieval works, and the mistakes I stopped making after the third rewrite.</description>
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