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Running Qwen3.8-Flash-Next on a 128 GB Mac: The Expert-Pruning Trap, and a Memory-Mapped n-gram Table That Gets You to 240K Tokens

Hello, everyone. Have you ever wanted to run the smartest model you can on your own Mac? I have. The catch is that the smartest models are also the…

mlxllmapplesiliconmachinelearning
Dev.to Sep 24, 2026, 13:06 UTC
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Measuring diffusion video performance on a MacBook: one speedup and a large gap

Last month, I published a benchmark showing a 1.125× speedup from block-residual caching on 4-bit FLUX . The main lesson was not the multiplier. It…

machinelearningapplesiliconpythonperformance
Dev.to Aug 8, 2026, 23:53 UTC
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the forgotten engine and the error message that taught a betrayal

this isn't a marketing story. nothing here is dressed up — it's reconstructed from actual session transcripts and actual commit history. every date…

aiapplesiliconsoftwareengineerswift
Dev.to Aug 8, 2026, 16:40 UTC
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Teaching a Local AI Agent to Search the Web (Without Lying to You)

Back in early May, someone on the team said something like "let's just add web search, shouldn't take more than a day." Three months and roughly twe…

applesiliconlocalllmllmagentsswift
Dev.to Aug 1, 2026, 14:18 UTC
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Testing PyTorch 2.13 MPS FlexAttention on M1 Max: Up to 7.83x Faster for Sparse Attention

Hello, everyone. Attention becomes expensive very quickly as more text is given to an AI model. Can a Mac GPU make it faster when every token is res…

pythonpytorchmachinelearningapplesilicon
Dev.to Jul 21, 2026, 04:03 UTC
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OpenClaw: 13 Errors, $1.50/Month, and an AI Team That Doesn’t Need the Cloud

I run a team of AI agents on a Mac I bought in 2022. They handle my Slack, run research, draft content, monitor infrastructure, and spawn sub-agents…

applesiliconlmstudiolocalllmopenclaw
Dev.to May 16, 2026, 23:10 UTC

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