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    <title>Local AI on Stellar Tech Labs</title>
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    <copyright>© 2026 Melvin</copyright>
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      <title>Why Local AI Agents Get Stuck: Fixing Prompt Prefill Latency in Multi-Step Tool Calling</title>
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      <pubDate>Thu, 24 Sep 2026 21:07:26 +0000</pubDate>
      
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      <title>I Built an Offline Python Pipeline to Convert Bulk PDFs into Clean Markdown</title>
      <link>https://stellartechlabs.xyz/posts/i-built-an-offline-python-pipeline-to-convert-bulk-pdfs-into-clean-markdown/</link>
      <pubDate>Tue, 08 Sep 2026 18:41:13 +0000</pubDate>
      
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      <title>Why Local AI Pushes Consumer Laptops to Their Limits</title>
      <link>https://stellartechlabs.xyz/posts/why-local-ai-pushes-consumer-laptops-to-their-limits/</link>
      <pubDate>Sat, 20 Jun 2026 16:17:12 +0000</pubDate>
      
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      <title>Beyond the Code: Why the Future of Local AI Belongs to Physical Chemistry</title>
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      <pubDate>Wed, 10 Jun 2026 22:31:44 +0000</pubDate>
      
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      <title>2026 Reality Check: I Tested Local LLMs vs Cloud APIs. Here’s What Actually Changed.</title>
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      <pubDate>Thu, 04 Jun 2026 16:46:22 +0000</pubDate>
      
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