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DeepSeek 4 Flash local inference engine for Metal and CUDA

2 starsC

Qwen3.6-35B-A3B on a 16 GB M1 Pro with SSD-streamed MoE

by andreaborio·Jul 17, 2026·2 points·0 comments

AI Analysis

●●SolidBig BrainNiche Gem

SSD-streamed MoE lets 16GB M1s run 35B models, but it's a specialized fork of antirez's ds4.

Strengths
  • Implements adaptive Metal residency and routed-expert cache policies across memory tiers.
  • Treats SSD as an active model-memory tier with awareness of page cache and swap.
  • Focuses on correctness tests and incremental quantization rather than just raw speed hacks.
Weaknesses
  • Explicitly states it does not aim to replace upstream, limiting its standalone value.
  • Arbitrary GGUF files are not expected to work, restricting it to specific model architectures.
Category
Target Audience

Developers with Apple Silicon Macs running large local models

Similar To

llama.cpp · MLX · Ollama

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