AgentX benchmark: lossless-CSF hits 11.4M KV cache tokens, 8.7x DeepSeek V4.1 Flash baseline

TheZachMueller · x · 2026-10-30

A local-inference comparison run by @keennay: on 4× RTX PRO 6000 Blackwell GPUs, the SemiAnalysis AgentX benchmark (Claude Code 256k trace dataset) pits DeepSeek-V4.1-Flash-1017 DSpark 7 against Local Inference Lab's lossless-CSF variant (vLLM, DSpark + n-gram + RAM offload). CSF's checkpoint has far more headroom — 8.7x the total KV cache tokens at 11.4M vs 1.3M — with clear throughput gains at high concurrency (C16/C32) and near-parity at low concurrency; one empty-response error each at C8/C32. Charts cover throughput-vs-interactivity, TTFT/ITL latency and effective concurrency curves.

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