Medusa Halo leak points to LPDDR6 and ~691GB/s, builder plans 512GB local LLM rig under $20K

gnukeith · x · 2026-11-08

Leaked specs suggest AMD's Medusa Halo will ship with LPDDR6 (DDR6 was designed with AI in mind, unlike DDR5), with a theoretical peak of 691 GB/s — boosting both inference speed and parallelism.

@gnukeith explains why he'd skip GPUs: they're pricier, and he wants capacity over speed to run bigger models while hyper-optimizing his own inference engine (possibly open-sourced Dec/Jan). He optimistically expects a 512GB RAM option, so four units would cost under $20K.

He notes DeepSeek V4.1 Flash runs 160 tokens/s per session at near-lossless quant, and estimates 30–50 tokens/s across 5 concurrent sessions with heavy parallelism work.

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