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Engram

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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
Aimee, the AIFinitee chibi mascot, reads a fairy-tale storybook and says Once Upon... while a cheerful chibi onion wearing round glasses replies A Time - a playful nod to engram lookup memory.
Posted inPrimer

Once Upon a Time: DeepSeek V4.1-Flash and Qwen3.8-Flash-Next – What the hekk is an Engram?!

Two of the most interesting open-model releases of the quarter just landed, and they share a spec-sheet line that has a lot to do with benchmarks - but ignores the…
Tags: DeepSeek, Engram, Local AI, local LLM, Qwen, Strix Halo
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