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从目前测试结果来看，DeepSeek V4 的百万上下文长度有效性百分比不是很高，幻觉率较高导致不管在简单还是较困难的任务中都有可能出现低级错误，导致表现不稳定。在 Claude Code 中的代码审查阶段，有时要消耗三分之一到一半的时间来改代码。

过去一年，大模型 Agent 的能力边界正在从会聊天、会写代码，快速扩展到会使用真实软件。其中最典型的场景，就是让大模型直接操作 Chrome 浏览器：打开网页、阅读内容、点击按钮、填写表单、上传文件、下载资料，甚至完成跨网页、多步骤的复杂任务。