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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
EN

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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I Blamed the Model for Months. The Bug Was My Sampler.

I Blamed the Model for Months. The Bug Was My Sampler. 40GB In, Word Salad Out Running local LLMs on M1 Max hardware is one of those setups that loo…

applesiliconmlxlocalaim1max
Dev.to May 29, 2026, 09:35 UTC
EN

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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