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    <title>Hardware on Stellar Tech Labs</title>
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    <copyright>© 2026 Melvin</copyright>
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      <title>Preventing CPU Thermal Throttling During Long-Running Python Scripts</title>
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      <pubDate>Wed, 09 Sep 2026 14:53:49 +0000</pubDate>
      
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      <title>The Dell Precision vs. Latitude Thermal Ceiling: Why One Throttles and the Other Doesn&#39;t</title>
      <link>https://stellartechlabs.xyz/posts/the-dell-precision-vs-latitude-thermal-ceiling-why-one-throttles-and-the-other-doesnt/</link>
      <pubDate>Sat, 05 Sep 2026 16:07:03 +0000</pubDate>
      
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      <title>The VRAM Cliff: How to Stop Local LLM Memory Swapping and System Freezes</title>
      <link>https://stellartechlabs.xyz/posts/the-vram-cliff-how-to-stop-local-llm-memory-swapping-and-system-freezes/</link>
      <pubDate>Fri, 04 Sep 2026 17:07:21 +0000</pubDate>
      
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      <title>The VRAM Cliff: Tuning Thread and RAM Allocation to Stop CPU Swapping and System Freezes with Local LLMs</title>
      <link>https://stellartechlabs.xyz/posts/the-vram-cliff-tuning-thread-and-ram-allocation-to-stop-cpu-swapping-and-system-freezes-with-local-llms/</link>
      <pubDate>Sun, 30 Aug 2026 19:39:02 +0000</pubDate>
      
      <guid>https://stellartechlabs.xyz/posts/the-vram-cliff-tuning-thread-and-ram-allocation-to-stop-cpu-swapping-and-system-freezes-with-local-llms/</guid>
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      <title>Why Your Multi-Core Cloud Server Fails Under High Traffic</title>
      <link>https://stellartechlabs.xyz/posts/why-your-multi-core-cloud-server-fails-under-high-traffic/</link>
      <pubDate>Sun, 23 Aug 2026 18:23:43 +0000</pubDate>
      
      <guid>https://stellartechlabs.xyz/posts/why-your-multi-core-cloud-server-fails-under-high-traffic/</guid>
      <description></description>
      
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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>
      
      <guid>https://stellartechlabs.xyz/posts/why-local-ai-pushes-consumer-laptops-to-their-limits/</guid>
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      <title>Beyond the Code: Why the Future of Local AI Belongs to Physical Chemistry</title>
      <link>https://stellartechlabs.xyz/posts/beyond-the-code-why-the-future-of-local-ai-belongs-to-physical-chemistry/</link>
      <pubDate>Wed, 10 Jun 2026 22:31:44 +0000</pubDate>
      
      <guid>https://stellartechlabs.xyz/posts/beyond-the-code-why-the-future-of-local-ai-belongs-to-physical-chemistry/</guid>
      <description></description>
      
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      <title>The Gaming Laptop Trap: Why Devs Need Engineering Hardware Over RGB Specs</title>
      <link>https://stellartechlabs.xyz/posts/the-gaming-laptop-trap-why-devs-need-engineering-hardware-over-rgb-specs/</link>
      <pubDate>Sun, 07 Jun 2026 19:26:32 +0000</pubDate>
      
      <guid>https://stellartechlabs.xyz/posts/the-gaming-laptop-trap-why-devs-need-engineering-hardware-over-rgb-specs/</guid>
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      <title>Why High-End Laptops Are Quietly Replacing Cloud Servers for Indie Developers</title>
      <link>https://stellartechlabs.xyz/posts/why-high-end-laptops-are-quietly-replacing-cloud-servers-for-indie-developers/</link>
      <pubDate>Fri, 05 Jun 2026 19:51:00 +0000</pubDate>
      
      <guid>https://stellartechlabs.xyz/posts/why-high-end-laptops-are-quietly-replacing-cloud-servers-for-indie-developers/</guid>
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      <title>Why Your CPU Isn&#39;t the Problem (Storage Bottlenecks in 2026)</title>
      <link>https://stellartechlabs.xyz/posts/why-your-cpu-isnt-the-problem-storage-bottlenecks-in-2026-/</link>
      <pubDate>Mon, 25 May 2026 15:26:32 +0000</pubDate>
      
      <guid>https://stellartechlabs.xyz/posts/why-your-cpu-isnt-the-problem-storage-bottlenecks-in-2026-/</guid>
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      <title>I Upgraded to 16GB Ram and My Code Was Still Slow. Here&#39;s What Actually Mattered </title>
      <link>https://stellartechlabs.xyz/posts/i-upgraded-to-16gb-ram-and-my-code-was-still-slow-heres-what-actually-mattered/</link>
      <pubDate>Wed, 13 May 2026 17:42:36 +0000</pubDate>
      
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