AI 辅助开发的关键不在 AI 本身的能力，而在于人为 AI 建立的约束体系——通过 Skills 技能包注入领域知识、AGENTS.md 沉淀项目规范、飞轮效应让错误只犯一次，将模糊目标转化为 AI 可精确执行的高质量指令，从提出需求到代码合入，甚至本篇分享也是AI生成。

Google released the Genkit Agents API in preview for TypeScript and Go. The open-source framework packages message history, ...

Push logic away from the server and into the device.

Ollama, the open-weight AI platform that lets developers run large language models on their own hardware with a single terminal command, closed a $65 million Series B on Thursday — and the most ...

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 ...

JFrog says six malicious npm packages used hidden install-time execution, JSONKeeper fetches, and sandbox checks to enable remote access.

A new framework called SkillWeaver tackles AI agent tool routing by skipping full-library loading, cutting token use 99% on ...

现有工程与学术研究存在两处明显短板：第一，多数供应链安全研究聚焦 OAuth 令牌防护、第三方供应商准入审计，未结合 CRM 数据泄露后的定向钓鱼衍生威胁开展联动分析；第二，现有钓鱼检测模型未引入客户泄露业务画像特征，无法区分普通泛化钓鱼与高欺骗性定向钓鱼，缺少适配 SaaS 企业客户防护的轻量化检测代码与落地流程。基于上述现实痛点，本文以 LastPass 供应链泄露事件为核心案例，系统拆解定向 ...

Beach Day API, a developer-first REST API powered by VersusMedia, today announced the launch of its real-time beach and ocean data platform for developers building travel apps, weather products, local ...

Every Python developer knows some or all of these libraries, because they’re stable, reliable, and excellent at what they do.

For power engineers, Python has become the default glue language for automation, data analysis, and algorithm development. In the meantime, QSPICE has emerged as a high-performance SPICE-class ...

过去几年，AI 圈一直在疯狂讨论“大模型能力边界”。 但很多人忽略了一件事：真正危险的，未必是模型本身，而是那些把模型连接到真实世界的基础设施。当 AI Agent 开始接管邮箱、数据库、企业 SaaS、代码仓库、云资源，甚至工业设备时，一个原本看起来 ...