EdgeRock-4B holds KV cache at 72 MiB across 256K context, 99.1% smaller than Qwen3.5-4B

alifcoder · x · 2026-10-27

EdgeRock's architecture keeps attention KV cache at a fixed 72 MiB per sequence at 256K context — 99.1% smaller than Qwen3.5-4B's 8 GiB. Fixed-capacity Rock Memory Anchors (RMA) store learned memories as directly readable KV records in a fixed-size bank, retrievable even after information leaves the local attention window, combining recurrent state and local attention for longer reasoning tasks.

Related event: EdgeRock Open-Sources Model with Constant 72 MiB KV Cache at 256K Context(2 posts)→

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