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 ...
Auto Addiction on MSN
Close battles turn into massive Nürburgring crashes
Racing at the Nürburgring Nordschleife always pushes both drivers and machines to their limits. This compilation features spectacular crashes, spins, close calls, and dramatic recoveries from ...
Discover how the Rogue Agent vulnerability in Google Dialogflow CX enabled persistent AI agent compromise, data exfiltration, ...
6 天on MSN
豆包2.1 Pro实测：Agent自主性极强，代码“规矩、干净、可运行”
作者丨孟一凡 编辑丨马晓宁 梁丙鉴 “生产级质变点”并不是一个生捏硬造的概念，所有试过用 Agent 驱动工作流的人，都不会对那种模型能力跨越带来的爽感陌生。退一步是玩具，进一步是工作搭档，中间的天差地别是交付水平、可靠度、性价比，以及最重要的商业化能力。 这也是豆包大模型 2.1 Pro ...
Agent 收到这个原因后就能理解约束的含义，然后走另一条路完成任务。它不需要事先"记住"不能用 git，它可以先尝试，然后被告知为什么不行以及应该怎么做。 你在 CLAUDE.md 里写了一条规则："不要执行 git push"。Agent 遵守了，它确实没有调用 git 工具。但它写了 ...
According to Socket, malicious payment SDK packages on npm and PyPI are harvesting developer credentials and CI/CD ...
Google fixed Rogue Agent, a Dialogflow CX Code Blocks flaw that could let one writable agent affect every chatbot in a Cloud ...
XDA Developers on MSN
I dumped 650K DNS records into Gemma, and it found patterns my dashboard completely missed
Every device has something to hide.
最近被HEIC格式坑惨了！我用iPhone拍的照片，发朋友圈时提示格式不支持，传到Windows电脑里直接打不开，上传到电商平台还报错。后来才知道这是苹果从iOS11开始用的新格式，虽然省空间但兼容性太差。今天把我踩过坑总结的4种转换方法分享给大家， ...
Operation Navy Ghost is targeting Python developers who build Telegram bots by hiding backdoors inside trojanized Pyrogram forks uploaded to PyPI. The campaign has been active since November 2025, ...
A campaign active since last November has been targeting Python developers building Telegram bots with trojanized Pyrogram forks that allow attackers to read arbitrary files on compromised servers. At ...
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