ThreadPoolExecutor gives us cheap concurrency without the overhead of ProcessPoolExecutor and without the complexity of shared memory for result collection. The threads spend almost all their time ...

Humanitarian aid is essential following systemic violence and displacement, but it cannot build durable solutions on its own.

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一个简单的agentic loop就是一个 while 循环，LLM 在其中决定做什么、执行工具、观察结果、再做决定。 这模式能用是可以用的不过有个最大的问题，就是费钱： 一个三 agent 查询要是用 agentic loop那么7 次 LLM 调用，4.2 秒，0.12 美元。如果用 orchestrator的话 2 次 LLM ...