Version History

4Bmajor

EdgeRock-4B is converted in stages from Qwen3.5-4B, replacing 8 full-attention layers with 1,024-window sliding attention and adding Rock Memory Anchors modules. The attention KV cache is fixed at 72 MiB at 256K context, 99.1% below the source model.

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model release

EdgeRock-4B holds KV cache at 72 MiB up to 256K context, with 12,124 tokens/s on one 80GB GPU

EdgeRock-4B, an open-source model converted from Qwen3.5-4B, keeps its attention KV cache fixed at 72 MiB at 256K context, a 99.1% reduction versus the source model. On a single 80GB Hopper GPU it reaches 12,124 tokens/s at 512 concurrent sequences, which the developers report is 6.42x the source model. Weights and inference code are public, with commercial use allowed.

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