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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

Zhengfeng Li

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Review Aug 2026

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review

OpenCodeReview is introduced, built on deterministic engineering for uncertain agents: rather than granting maximal freedom, determinism is injected at three deliberate pipeline points to address non-determinism in LLM code review systems.

Zhengfeng Li, Lei Zhang, Xian Wu et al. · 0 citations

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