Local Models on M2 Mac Now Viable for Daily Dev Work Without API Fallback
June 16, 2026
On a 64GB M2 Mac, models including Qwen 3 MoE, GPT-OSS 20B, and Gemma 4 now pass a practical threshold where developers no longer routinely verify outputs against cloud APIs. The author uses Ollama, llama.cpp, and LM Studio as runtimes, treating local models as fast, offline dev assistants.
HOW THIS AFFECTS YOU
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builderYou can realistically replace API calls for non-recency dev queries using Qwen 3 MoE or Gemma 4 on 64GB Apple Silicon hardware today.