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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Dan-Feng Zhang

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Preprint Sep 2026

Vosti: Specifying, Implementing, and Verifying Deterministic LLM Inference

LLM inference systems may vary batch composition, prompt chunking, prefill/decode execution, and KV-cache reuse, eviction, or recomputation. These optimizations should not affect system outputs. Production systems, including vLLM's batch-invariant mode and SGLang's deterministic mode, target this goal but lack a formal...

Jian-Xing Qin, Alexander Du, Dan-Feng Zhang et al. · 0 citations

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