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    <title>Reed Tereski - Blog</title>
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    <description>Building autonomous AI infrastructure on consumer hardware.</description>
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    <lastBuildDate>Thu, 16 Apr 2026 09:27:12 GMT</lastBuildDate>
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      <title>From Side Project to Product</title>
      <link>https://reedtereski.com/blog/from-side-project-to-product</link>
      <description>How a homelab project turned into an auto-data lake for AI agent memory, and what it looks like to build infrastructure that might become a company.</description>
      <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>
      <guid>https://reedtereski.com/blog/from-side-project-to-product</guid>
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      <title>Why I Quit the Cloud (For AI Development)</title>
      <link>https://reedtereski.com/blog/why-i-quit-the-cloud</link>
      <description>Zero dollars per month on AI API calls. Local-first isn&apos;t a limitation — it&apos;s an architecture decision with real technical advantages.</description>
      <pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate>
      <guid>https://reedtereski.com/blog/why-i-quit-the-cloud</guid>
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      <title>Building a Voice Assistant That Never Phones Home</title>
      <link>https://reedtereski.com/blog/local-first-voice-assistant</link>
      <description>Whisper STT, GLaDOS TTS, Gemma 4 function calling, and Home Assistant. A fully local voice pipeline across a homelab.</description>
      <pubDate>Wed, 01 Apr 2026 00:00:00 GMT</pubDate>
      <guid>https://reedtereski.com/blog/local-first-voice-assistant</guid>
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      <title>The Auto-Data Lake</title>
      <link>https://reedtereski.com/blog/the-auto-data-lake</link>
      <description>What happens when you give a data lake a nervous system. Schema-on-read meets auto-embedding, auto-linking, and auto-clustering.</description>
      <pubDate>Sun, 15 Mar 2026 00:00:00 GMT</pubDate>
      <guid>https://reedtereski.com/blog/the-auto-data-lake</guid>
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      <title>The Overnight Chain: Workers Running While I Sleep</title>
      <link>https://reedtereski.com/blog/the-overnight-chain</link>
      <description>15 autonomous workers, a DAG pipeline, and GPU coordination on Apple Silicon. Security reviews, code reviews, and tech digests ready by morning.</description>
      <pubDate>Sun, 01 Mar 2026 00:00:00 GMT</pubDate>
      <guid>https://reedtereski.com/blog/the-overnight-chain</guid>
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      <title>Building a Brain for My Homelab</title>
      <link>https://reedtereski.com/blog/building-a-brain-for-my-homelab</link>
      <description>I mapped my homelab infrastructure to neuroscience. Cortex is the hippocampus, the thalamus filters MQTT events, and the amygdala runs a nightly security review. Here&apos;s how it works.</description>
      <pubDate>Sun, 15 Feb 2026 00:00:00 GMT</pubDate>
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