另外，产品的价格带也在发生变化。2024年，售价3000元以上的高端产品占据市场54%的份额，但到了2025年，千元以下产品成为主流。价格带的下移，一方面说明市场正在走向大众化，另一方面也反映出竞争的加剧。
The obvious lesson is: always provide your agents with design hints and extensive documentation about what they are going to do. Such documentation can be obtained by the agent itself. And, also, make sure the agent has a markdown file with the rules of how to perform the coding tasks, and a trace of what it is doing, that is updated and read again quite often.
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For reinforcement learning training pipelines where AI-generated code is evaluated in sandboxes across potentially untrusted workers, the threat model is both the code and the worker. You need isolation in both directions, which pushes toward microVMs or gVisor with defense-in-depth layering.，推荐阅读旺商聊官方下载获取更多信息