一句话摘要，Codex Security 是 OpenAI 在 2026-07-29 开源的 agentic 安全扫描插件，卖点是验证漏洞真伪加自动补丁，但「开源」只开源了客户端，扫描后端闭源托管在 OpenAI，数据出网、成本不可预测，个人 Vibe Coding 值得试，企业上生产要过合规和成本两关。 先说句 ...
GitGuardian found 321 n8n instances accepting leaked GitHub tokens that could expose workflows, data, and downstream ...
A Netflix senior engineer built Headroom, an open-source context compression layer that cuts AI token usage by 60–95% with ...
A leaked n8n API key is only the start. GitGuardian's research traces the full chain, from exposed tokens and weak keys to ...
7 月的最后一天，AI 圈迎来极具标志性的同一天。 一边是 OpenAI 紧急官宣 GPT-5.6 Luna 全线降价 80%，试图用低价守住开发者市场；另一边 DeepSeek 悄无声息上线V4-Flash-0731 正式版 ...
科技圈的刺激，总是来得猝不及防。 同一天，两家大模型领域的绝对顶流，不约而同地丢出了自己的重磅炸弹。一边是 OpenAI 突然宣布 GPT-5.6 系列模型价格大跳水；另一边，DeepSeek 正式发布 V4-Flash ...
Gadget Review on MSN
How 10 different AI coding models performed during benchmarks
Kimi K2.7 Code delivers a 21.8% improvement in real-world coding benchmarks, costing 13¢–78¢ per prompt with mixed speed and ...
Construct a sophisticated document retrieval pipeline that dynamically injects client data into LLM context windows.
科技行者 on MSN
微软研究院让AI“看视频学技能”，软件操作效率提升近12个百分点
这项由微软研究院与加州大学圣克鲁兹分校、上海交通大学联合开展的研究，于2026年5月以预印本形式发布在arXiv平台（编号arXiv:2606.29538），有兴趣深入了解的读者可通过该编号查阅完整论文。 **一个关于"教AI学软件"的故事** ...
This article presents a defense-in-depth approach for securing Model Context Protocol (MCP) deployments in production. It outlines four architectural control layers: safe execution, management ...
XDA Developers on MSN
I replaced Claude Code with a team of tiny specialists, and the boring setup worked better
And the setup doesn't cost me anything.
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