例如在一项基于 CL-bench的公开测试显示，在 HR 培训类标准化任务集中，OpenClaw+MiniMax-free Agent 组合的任务解决率达 20%，而对应 MiniMax-M2.1、DeepSeek-chat 裸模型的任务解决率为 0%。
the stack – all while driving their development and sorting out issues
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bash scripts/test.sh
The protocol is dead simple. The browser sends JBOX_PING through the terminal. CompileServer responds with JBOX_PONG. That’s how the SDK knows the JVM is alive. Then to compile and run, it sends JBOX_COMPILE ClassName followed by the source code followed by JBOX_END. CompileServer compiles, runs, prints the output, and finishes with JBOX_EXIT:0 (or whatever the exit code was). The whole thing uses BufferedReader because anything fancier (like JLine) breaks after snapshot restore.
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In its open letter, OpenAI says it will "continue to strengthen" its law enforcement referral protocol. The company said it's working with mental health experts to better assess difficult cases and when conversations cross the line into being a risk.。safew官方版本下载对此有专业解读
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