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        <title>Sakkarin Krarat — writing</title>
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        <description>Sakkarin Krarat — ML / AI engineer and forward-deployed engineer in Taipei. Reinforcement learning, world models, and agentic LLM systems, built in public and measured honestly.</description>
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        <copyright>© 2026 Sakkarin Krarat</copyright>
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            <title><![CDATA[Kickoff: CUDA on Cloud GPUs + M1 Mac dev workflow]]></title>
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            <pubDate>Thu, 22 Jan 2026 00:00:00 GMT</pubDate>
            <description><![CDATA[macOS isn’t a CUDA target, so I moved the workflow to a GPU VM. Here’s the VM spec, a tiny vector_add benchmark, and what Nsight Systems reveals]]></description>
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            <title><![CDATA[Claude Opus 4.5: benchmarks, safety, and impact for developers]]></title>
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            <pubDate>Mon, 19 Jan 2026 00:00:00 GMT</pubDate>
            <description><![CDATA[A technical look at Anthropic’s Claude Opus 4.5: benchmarks, safety framing, and what actually changes on the Claude Developer Platform.]]></description>
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