研究团队表示，三款模型基于相同的基础训练数据集，高一致率的结果符合预期。真正具备研究价值的是模型间25%的分歧部分，这种差异大概率并非源于模型对工具质量的独立判断，而是由基于人类反馈的强化学习（RLHF）调优策略不同，以及生成环节的专属微调差异导致。

Chainguard, the trusted source for open source, today announced it has expanded Chainguard Libraries coverage across Python, Java, and JavaScript, with customers seeing 94% coverage across the Python ...

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有趣的是，Claude Code在不同项目上下文中的表现也颇具特色。尽管同一工具类别在不同代码仓库中，其选择可能会有所不同，但在相同项目中，即使用不同的措辞表达需求，其选择的稳定性平均达到76%。这表明，项目的上下文对工具选择的影响远大于指令的措辞。 从实验结果来看，Claude ...

Kamal Mann is a Software Architect with over 22 years of experience in Industry 4.0 systems. He currently advises on edge ...

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After several weeks of testing, Apple today released Xcode 26.3, an update that allows developers to use tools like Anthropic ...

Bengaluru techie Pankaj builds a viral “kidnap button” that books random Uber rides to fight weekend boredom. Known for ...