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Chibi Aimee, a purple twin-tailed anime girl with black cat-shaped hair clips and a purple techwear jacket, drives an open-wheel Formula 1 car through a mountain switchback, laughing with one hand on the wheel. A silver Mac Studio sits exposed in the engine bay behind her, the Qwen logo is painted on the nose cone and rear wing, and cyan-and-yellow lightning arcs across the car against a backdrop of pine forest and distant peaks.
Posted inApple Silicon

DwarfStar Strikes Again: Mac Studio M3 Ultra runs Qwen 3.8 Flash Next Q4 at 810 t/s Prefill

Qwen 3.8 Flash Next Q4 on a 96 GB M3 Ultra Mac Studio: 810 t/s prefill flat to 200k context, 53–61 t/s decode, 89.2 GB resident — and the wired limit to raise.
Tags: Benchmarking, ds4, Engram, LLM Inference, Local AI, Mac Studio, Quantization, Qwen
Banner: two purple-haired chibi anime girls affectionately hugging two AMD mini-PCs with glowing cyan accents, dark purple background
Posted inAMD Distributed Inference

Repeat after me: Good things come in TP=2 (DeepSeek V4 Flash Q4 on 2x Strix Halos RDMA)

Models continue to improve in quality for a similar memory size. Sometimes, though, one box just isn't enough room for those that want to run higher quality/intelligent models. DeepSeek V4…
Tags: DeepSeek, ds4, local LLM, RDMA, Strix Halo, tensor parallelism
GLM 5.3 Flash running on a 128GB PC — featured banner
Posted inAMD Distributed Inference

GLM 5.3 Flash on 128GB: Two Easiest Ways to Run It — and When Two Strix Halos Beat One

GLM 5.3 Flash on one 128GB URAM machine, or even Two for higher quality Here's the headline that should make you sit up: a 320-billion-parameter multimodal model — one that…
Tags: ds4, GLM, local LLM, Quantization, Strix Halo
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