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梁文锋判断coding agent最先成熟，因为代码执行结果可精确验证，为强化学习提供天然奖励信号

1

Sources

50%

Confidence

Long-term

Relevance

7/25/2026

First Seen

Sources

梁文锋DeepSeek交流会：克制定价与AGI路线图解读

Related Claims

Unverified部分代码专用模型在训练时会实际运行生成的代码，并将测试结果作为强化学习的奖励信号（执行反馈）77% similar Unverified代码的正确性可通过单元测试获得0/1确定性信号，这种高质量低成本的奖励信号使强化学习在代码场景中效率远超自然语言场景75% similar Unverified基于单元测试执行结果的奖励信号（Execution-based Reward）在提升代码正确率方面效果显著73% similar Unverified在提示中包含明确验收标准的输出约束设计，本质上类似强化学习中奖励函数的作用72% similar Unverified赋予模型执行代码和工具调用的能力，使其能在数学、编程等有可验证奖励的领域进行搜索并显著提升表现71% similar

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