AI 教程与实战

A patch landed with every assertion green. The return values matched the golden file. Then a latency...

An agent's egress allowlist permits the artifact registry because builds need it. That single permitted destination is enough to run a covert...

Runway 用 250 条图生视频提示词对比 SOTA 基线 Seedance 2.5 与三种 Model Router 配置，质量优化路由可用率 77%、单条成本 $1.28，较基线降 29%；加 $1.00 上限后成本降至 $0.61、降 66%，可用率仍有 74%。

提示：了解如何使用 Logs、Activity 和 Broadcast 提升你的 AI 模型可观测性。 包含 Broadcast 中各目标端所支持全部字段的完整矩阵，以及用于获取数据的 API。 https://openrouter.ai/docs/guides/features/logs

A suspicious transaction starts an investigation. The harder part is deciding what evidence to...

Why supervisor LLM agents create infinite retry loops and silent token inflation, and how to replace hierarchical supervisor loops with deterministic typed state transitions.

A few weeks ago I promised a technical write-up. Here it is. The two questions I get most are: how...

NVIDIA 验证工程师 Sakeena Fiza 在数据中心系统工程实验室负责新产品量产前的硬件验证，她回忆 NVIDIA Rubin GPU 首次在系统级被识别时，团队集体欢呼，因为这是全球首次 Rubin GPU 在系统级完成枚举。她将验证工作比作侦探破案，目标是在客户发现问题之前先发现并复现问题，单块板卡可能包含数万个组件，一个机架则接近 50 万个。

Everyone is obsessed with making AI remember more. Nobody is working on making it forget. And that's a serious technical problem nobody talks about.

AI observability is the practice of tracking what an AI system did and why. That means looking...

We have officially entered the era of vibe coding. With AI-assisted editors and terminal agents like...

In the last article we built a working chat endpoint. Send a message, get a reply. It felt like...

刚刚发布了一些关于使用 Jev 和 Pi 构建自定义 harness 的思路。 这是系列的第一篇。 其中一些思路包括 gates、routing 和 verifiers。 但在后续文章中，我计划更深入地探讨更新的思路，并对成本和效率进行基准测试。

学习用 Pi 和 Jev 构建自定义 harness。 附带一个交互式 playground 来测试该 harness。 https://x.com/omarsar0/status/2102762406204076532?s=20

作者发布交互式教程，演示用 Pi SDK（TypeScript Agent 工具包）和 TypeSafe AI 的小模型 Jev 构建自定义 Agent harness。

Disco Doodle is my hobby site — free, no-signup drawing prompt generators, a division of my little...

I had an idea, more of a stress-test really. I have been building my IDE for a few months now, it's...

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

Claude Code writes every session to disk as JSONL: one line per message, tool call and result, and a...

I spent a week adding per-agent cost tracing to a multi-agent AWS Bedrock and Strands crew. It returned a perfect answer, showed 200 OK, and still billed ~1.4x. Here is how to catch that silent waste, read-only and at $0.

I noticed it first in a Slack channel, of all places. A coworker dropped a link to some new "agent...

Opus 5.5 shipped on September 22, and its replies read differently: answer first, less...

美国运输司令部（TRANSCOM）正在部署随机化 AI 物流系统，通过向运输路线注入可控的不可预测性，抵御敌方预测模型对配送模式的追踪与干扰。TRANSCOM 司令 Randall Reed 在 DefenseTalks 会议上表示，该系统结合自主网络修复、预测性需求规划、IoT 传感器、数字孪生与区块链，可在通信降级和持续伏击下随机化路线并减轻调度员认知负担。

This is the experience I want reading with Luminary to feel like — not a feature list, but a day in...

Recall@1 went from 13% to 50%. Recall@5 from 13% to 80%. Over the same week, the number of questions...

I assumed that "extract the text from this PDF" gives you the same characters no matter which library...

The plan as an editable artifact: stable task ids, dependencies as data, and the edits a model is not allowed to make.

The European Commission is proposing a common rating scheme for data centres intended to improve...

GitHub 与 Yale Program on Climate Change Communication 对 1039 名 GitHub 美国用户调查显示，80% 有兴趣使用帮助编写更节能代码的工具，74% 想测量软件或开发流程的环境影响，71% 担心 AI 的环境影响。

Most "AI support agent" tutorials end with a chat box that confidently makes something up. The fix is...

Concurrence 在 Databricks 上以 Unity Gateway 统一治理临床 AI 的模型访问与安全，其生产环境每 30 天处理约 1008 亿输入 token 和 1120 万次 LLM 调用，年化约 1.2 万亿输入 token，月度 token 量较 2025 年底基线增长约 5 倍。

The European Union's AI Act now requires transparency disclosures for deepfakes and certain...

A good human in the loop for multi-agent systems does not mean watching every agent in real time. You cannot, and you never will. It means building the…

An AI agent is a language model wrapped in a loop that plans, calls tools and iterates toward a goal...

For the last few months I've been using AI agents in almost every part of my React Native work. At...

DEV Library is my idea of first-person 3D reimagining of DEV.to. Not a themed scene with some...

On September 22, 2026, Anthropic shipped Claude Opus 5.5 and OpenAI shipped GPT-6 Sol on the same...

A prompt sent to an AI is a snapshot of what you know at the exact moment you type it. That sounds...

I run URL2Pin, a platform that turns a product URL (Amazon, Etsy, a blog post) into ready to publish...

Every HR or admin person planning a company offsite hits the same wall: nobody can tell them what it...