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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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Ju-Fan Zhang

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#natural language process... Jun 2026

Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills

Notes2Skills is presented, a two-stage framework for turning lab notebooks into verifiable skills for scientific AI agents while preserving the author's certainty, showing that certainty preservation is a key missing piece between lab notebooks and reliable agent skills, opening a path toward safer AI co-scientist syst...

S. Liu, Jiayao Chen, Cheng-Wei Qin et al. · 1 citation

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