Why Most Multi-Agent Systems Fail in Production (And How to Fix It)
多智能体系统在测试环境跑得通,生产环境却频繁崩溃?根因不在模型,而在编排层——实战经验教你避开无限重试与静默故障的坑。
Most multi-agent demos look impressive on stage. Then they hit production and fall apart. Here's the pattern: agents that "worked" in a Jupyter notebo…
Why Pasting Figma Screenshots into Claude Fails (And What to Use Instead)
Figma截图喂给Claude会丢失哪些关键信息?用结构化上下文替代像素猜测。
Here's the workflow that's become default in every design-to-code team right now: export a frame from Figma, paste the PNG into Claude or Cursor, type…
当品牌开始争夺AI的答案:翰智GEO入场
AI答案已成为品牌必争之地,翰智GEO把GEO做成工程:三大引擎、七步闭环、溯源编码,还把AI提及率和引用率写进可验收的合同。
对话蚂蚁数科:打造商业智能体超级工厂,生态共建中国行业版Harness标准
蚂蚁数科推出商业智能体超级工厂,预置200个数字专家模板,解读企业AI工程化落地新路径。
7月17日,2026世界人工智能大会(WAIC)在上海开幕。作为36氪连续第三年深入WAIC现场的重要内容窗口,「氪话未来」直播间也在大会首日同步开启现场对话。蚂蚁数科副总裁、中国区业务发展部总经理孙磊在WAIC现场接受36氪「氪话未来」特邀专访,围绕商业智能体超级工厂、行业垂直大模型、AI工程化能…
Break Up Your React App: Micro-Frontends with Next.js 🧩
Next.js结合Module Federation实现微前端拆分,实战指南直击单体应用痛点。
The Frontend Monolith Bottleneck Backend architectures evolved from monoliths to decoupled services years ago, but the frontend was largely left behin…
Harness Engineering for LLM-Driven GPU Kernel Generation
LLM驱动GPU内核自动生成,工程优化是关键——比赛级技术报告揭示提示工程与循环生成创新
arXiv:2607.17979v1 Announce Type: cross Abstract: Large language models (LLMs) can assist GPU kernel generation, but their practical effectiveness dep…
The Turborepo + Bun + Biome stack behind a 40-package monorepo
40个package的monorepo实战,看Turborepo+Bun+Biome如何搭建CI防线,前端工程化必读。
Forty packages, one maintainer, and no ESLint config anywhere in the repo. That is not a boast - it is the direct result of a decision made early: eve…
中国宝武太钢 T1100S 级超高强碳纤维工程化试制一次成功,性能达国际先进水平
IT之家 7 月 1 日消息,中国宝武官方 6 月 29 日确认,旗下太钢集团钢科公司 T1100S 级超高强碳纤维已一次性试制成功。 此项工程化试制依托钢科公司现有年产 500 吨碳纤维生产线完成,产品拉伸强度稳定达到 7.0GPa 以上,各项关键性能指标均表现优异。经检测,其综合性能达到国内领先…
Helm Charts for a Simple SPA: Over-Engineering or Smart DevOps?
深度探讨Helm Charts对简单SPA应用是否是过度工程,用实际YAML对比揭示DevOps决策取舍。
Ah, the Single Page Application (SPA). You’ve built it in React, Vue, or Svelte. You’ve run npm run build, and out pops a dist/ folder containing a fe…
Harness engineering: Leveraging Codex in an agent-first world
OpenAI分享如何利用Codex在智能体优先的世界中驾驭工程化实践,前沿视角值得一看
Article URL: https://openai.com/index/harness-engineering/ Comments URL: https://news.ycombinator.com/item?id=48416264 Points: 245 # Comments: 160
AI Goal: Senior Software Engineer
大厂资深工程师分享AI落地心得,探讨MCP和Agents的实际应用场景与组织挑战。
Context: Working as a senior software engineer in one of the big techs. One of the goals for senior engineers in my organization is to identify and im…
How does VuReact compile Vue 3's defineSlots() to React?
揭秘VuReact如何将Vue 3的defineSlots()宏编译为React,带你理解跨框架编译的核心机制。
VuReact is a compiler toolchain for migrating from Vue to React — and for writing React with Vue 3 syntax. In this article, we will look at how Vue 3'…