agent 就是你写的那段程序，trainer 就是一个 actor，reward 是你在 Env 或 ChatAgent 里随手写的任意 Python。剩下的活儿三个大件全包了。README 里反复强调一个数字：大约 8600 行 RL 代码（推文里说的 9K 是个约数），却能撑到 1T 级别的 MoE。 OpenRLHF 的 ...

Atlassian's Ming Wu on the 'context tax' and why organizations must stop treating AI as a productivity tool for individuals ...

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backon is a modern evolution of backoff — a zero-dependency Python library for retry with exponential backoff. It provides decorator, functional, and context manager APIs for both sync and async code.

Tokenized real-world assets (RWAs) often involve settlement delays, redemption windows, compliance requirements, and off-chain processes that prevent near-instant transactions. To solve this problem, ...