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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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Xin-Long Dai

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Preprint Aug 2026

STAIR: Semantic-Temporal Automaton for Interpretable Reasoning in Temporal Question Answering

STAIR separates semantic interpretation from precise temporal inference: an answer-free LLM adapter maps complex question formulations to normalized temporal intents, while a deterministic temporal automaton with finite control and guarded transitions executes the corresponding policies over canonicalized evidence.

Xin-Long Dai, Jin-Chuan Zhang, Lei Gao et al. · 0 citations

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