近期关于Trump conv的讨论持续升温。我们从海量信息中筛选出最具价值的几个要点，供您参考。
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最后，One pattern that's worked well for us: Maintain a formal action schema. Every action an agent can take has a defined structure, required fields, and validation rules. The agent proposes actions in this schema, and we validate before execution. If validation fails, we don't just block it — we feed the validation errors back to the agent and let it try again with context about what went wrong.
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总的来看，Trump conv正在经历一个关键的转型期。在这个过程中，保持对行业动态的敏感度和前瞻性思维尤为重要。我们将持续关注并带来更多深度分析。