疗法会话中LLM不参与临床决策，而是由含禁忌症的状态机驱动证据微实践，确保安全与深度。
Article URL: https://www.hamo.ai/blog/taking-the-clinical-decision-out-of-the-llm/ Comments URL: https://news.ycombinator.com/item?id=48916167 Points:…
Leitra 的名字来自我最欣赏的摄影师索尔·雷特（Saul Leiter）。它是一款为数码照片生成接触样张（Contact Sheet）和图像序列的策展工具，受到马格南摄影师创作方式的启发，关注图像之间的停顿与联系，也探索面向未来、与现实互动的创作方式。 查看全文
别再无脑用while true！它并非可靠保障，更优雅的退出策略才是稳定系统的关键。
Disclosure up front: I build agentproto , which runs checks inside an agent's loop rather than only at the end. Everything about why that matters you …
DoorDash用LLM陪审团与上下文优化，多模态AI精准构建食品元数据，工程实践亮点。
Article URL: https://careersatdoordash.com/blog/building-food-metadata-with-llm-juries-context-optimization-multimodal-ai/ Comments URL: https://news.…
30行代码实现AI生成代码的来源追踪，记录决策意图而非代码本身，适合小团队实践
“Control the ideas, not the code” is trending today. For a small team, the practical question is how to preserve decisions when code becomes cheap to …
AI不会替代敏捷开发，反而让优质敏捷实践更关键，尤其对受监管的企业环境意义重大。
AI Doesn’t Replace Agile. It Makes Good Agile More Important. The discussion around AI replacing Agile is becoming increasingly common. The argument u…
从故障域设计切入网格LLM运营，而非依赖免费GPU，揭示分布式系统可靠性的实战关键
Mesh LLM reached 215 points in the Hacker News snapshot I reviewed at 2026-07-12 08:00 UTC . Its author describes an OpenAI-compatible API that can ru…
这篇技术文章手把手教你零成本测试AI产品，干货满满，直接解决开发者烧钱难题
Most tests are cheap. You click a button, you assert something changed, you run it a thousand times and nobody notices. Testing an AI product is diffe…
用版本号锁定邮件动作，让LLM agent不再自由发挥，提升可预测性与可靠性。
Muchos equipos que integran LLMs con correo se obsesionan con el prompt y dejan medio borroso el contrato de ejecución. En mi experiencia, el fallo re…
软件工程团队领导自创开源指南，融合经典知识与灵活实践，邀你提建议！
I lead software engineering teams and am creating an introductory guide that explains typical practices, similar to the Software Engineering Book of K…
开发者坦诚多数未测试AI代理的prompt注入，安全工具尚在萌芽期，引发行业反思
I've been building security tools for AI agents and I have a genuine question for this community. When you ship an AI powered feature a chatbot, an ag…
Rust + Ratatui 打造多联系终端界面，从实践到反思的完整总结，值得 TUI 开发者参考。
This is the final post in a 6-part series on Anyhide , a Rust steganography tool. This post is about the part users actually see. Cryptographic tools …
跨链AI agent因参数解析错误致资金损失，开源SDK实战中的血泪教训。
It's 3 AM and your AI agent just bridged $500 to a chain you've never heard of. The logs say "optimal route found." The balance says $0. The agent can…
一个小巧的Node.js包装器，优雅处理LLM API的重试、超时和日志，告别重复代码。
Most LLM API integrations start with a direct SDK call. That is fine for a demo. But once the call is inside a real product, I usually want three thin…
千级AI Agent生产部署实战，从失控循环到可靠系统的关键经验。
The 3 AM Wake-Up Call Last month, my phone buzzed at 3:17 AM. A Slack alert informed me that my OpenAI bill had jumped from $47 to $5,847 in 58 minute…
最后机会！ByteByteGo联手畅销书作者推出AI工程师实战课程，第七期即将截止报名。
Our 7th cohort of Becoming an AI Engineer starts in less than a week. This is a live, cohort-based course created in collaboration with best-selling a…
探讨AI agent在持续部署中的信任控制局限，提出渐进授权思路，打破“全有或全无”困境。
AI coding agents are showing up in infrastructure workflows. They can diagnose a failed terraform apply , summarise what changed across a dozen module…
用 Java 结合 Claude 构建生产级 LLM 应用，教你直接获取结构化 JSON 输出，告别手动解析
Introduction LLMs are usually associated with Python, but a great deal of production software — banking, enterprise backends, long-lived services — ru…
Python测试最佳实践：从关键流程覆盖到测试命名，提升代码质量与维护性。
Introduction Python's testing tools are lightweight enough that it's easy to write a lot of tests without writing good ones. A suite that mocks every …
用Python打造可预测、无幻觉的LLM应用工程实践，揭秘Anthropic Claude生产级部署要点
Introduction Calling an LLM API is easy. Building an application on top of one that is reliable — that fails predictably, doesn't hallucinate its way …