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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

Author

Jun Cao

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Review Sep 2026

ExecuCritic: Calibrated Critic Shaping for Code Generation with Verifiable Rewards

Execution feedback is a useful supervision signal for code models because unit tests are objective and directly measure program correctness. Its weakness is that an entire program is often reduced to one pass or fail bit, leaving RLVR to solve a difficult credit assignment problem. At the same time, coding systems ofte...

Jun Cao, Ying-Jie He · 0 citations

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