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  2. deep-reinforce.com deep-reinforce.com
    https://deep-reinforce.com/ornith_1_0.html
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    1. fxp007 03 Jul 2026
      a frozen LLM judge acts as a veto on top of the verifier

      ①数字：在验证器之上叠加一票否决权。②金句：通过冻结的LLM实现意图级别的审查。③非共识：不依赖确定性的规则做最终奖励裁决，而是引入主观的模型判断。④批判：这种做法容易引入新的系统性偏差，因为frozen judge的价值观将直接决定哪些演化策略被保留。

      frozen-llm non-consensus critique
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