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NEWS · CODING · #2207

vLLM adds bi-directional KV transfer to reduce TTFT for multi-turn agent workloads

vLLM implemented bi-directional key-value (KV) cache transfer so decode nodes can return cached KV blocks to prefill nodes across turns, avoiding repeated recomputation of earlier responses and context. In 1P1D Amazon EC2 P5en+EFA benchmarks the change reduced time-to-first-token (TTFT) by up to 1.6x for Qwen3-32B and up to 3.3x for zai-org/GLM-5-FP8; results vary by workload and config.

KEY POINTS

  1. vLLM implemented bi-directional key-value (KV) cache transfer so decode nodes can return cached KV blocks to prefill nodes across turns, avoiding repeated recomputation of earlier responses and context.
  2. In 1P1D Amazon EC2 P5en+EFA benchmarks the change reduced time-to-first-token (TTFT) by up to 1.6x for Qwen3-32B and up to 3.3x for zai-org/GLM-5-FP8; results vary by workload and config.
  3. Reducing redundant KV recomputation across turns lowers accelerator usage and keeps TTFT responsive for growing multi-turn, agentic conversations.

WHY IT MATTERS

Reducing redundant KV recomputation across turns lowers accelerator usage and keeps TTFT responsive for growing multi-turn, agentic conversations.

SOURCES & TIMELINE

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