AI圈报AI 教程与实战
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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教程 / 实战普通
OpenAI's GPT-5.6 Moves Point to a Broader API Price-Performance Strategy
OpenAI's latest GPT-5.6 changes offer concrete evidence of a strategy that matters to anyone building...
信息来源：DEV Community · OpenAI / GPT
教程 / 实战普通
An AI writes most of my publication. Its last 50 runs published nothing at all
I should start with the disclosure, because the rest of this only makes sense after it. I run a...
信息来源：DEV Community
教程 / 实战普通
Google Search Live Gets Gemini 3.8 Live for More Natural AI Conversations
Google has expanded its AI-enabled Search Live experience with Gemini 3.8 Live, a new model designed...
信息来源：DEV Community · Gemini
教程 / 实战普通
TileLang: Writing LLM GPU Kernels by Thinking in Tiles
A modern LLM can spend most of its time doing something that looks almost embarrassingly simple: C...
信息来源：DEV Community
教程 / 实战普通
We Migrated 6 Years of Legacy Code. Production Chose Violence.
I joined a wedding-tech company in December 2025. Like every developer joining a new team, my first...
信息来源：DEV Community
教程 / 实战普通
Your RAG Finds the Documents. But Which Ones Should Reach the LLM?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
信息来源：DEV Community
教程 / 实战普通
The jokes about vibe coding aged poorly
Three years ago, I wrote a short article after I managed to build a terminal Spotify client using...
信息来源：DEV Community
教程 / 实战普通
The swarm that kept coming back
The more I watch and read about the Hugging Face incident, the more it fascinates me. 1,200 agents...
信息来源：DEV Community · Hugging Face
教程 / 实战普通
I built the flight data recorder for AI agents.
Or why I spent my evenings making AI-agent journals impossible to rewrite. One Tuesday,...
信息来源：DEV Community
教程 / 实战普通
The model in one page
Plain custom elements, a synchronous lifecycle, nothing re-renders on its own, and typed events. Four rules, each chosen because a reviewer can check it by reading the diff.
信息来源：DEV Community
教程 / 实战普通
A 200 OK is not an article: the bug that made me write my own web layer in Rust
There's a failure mode in agent tooling that never throws anything and I lost an afternoon to it...
信息来源：DEV Community
教程 / 实战普通
Jev Doesn't Write Text. It Returns Probabilities.
TypeSafe released Jev on September 15th, 2026 and called it a System One model. A System One model is...
信息来源：DEV Community
教程 / 实战普通
Windows 如何在操作系统层面集成 AI 智能体
Pragmatic Engineer 采访 Windows 团队，详解微软在操作系统层面集成 AI 智能体的计划，包括 Entra ID 智能体身份、MCP 注册表 ODR、智能体隔离机制 MXC、本地模型层 Windows ML 及内置 SLM。
信息来源：Pragmatic Engineer（RSS）
教程 / 实战普通
LangSmith 在医疗 AI 中的常见用例：构建可靠性层
LangSmith 可帮助医疗 AI 团队把临床审查转化为可复用的评估器、数据集和发布门禁，从而让 AI 在生产环境中更安全地运行。
信息来源：LangChain：Blog（RSS）
教程 / 实战普通
Our lane health check was green. Four people had been waiting 43 days for an answer.
This morning our coordination board printed this, in green, with a tick: Register mirror — last 12...
信息来源：DEV Community
教程 / 实战普通
The missing layer in AI tooling: sharing what your assistant already knows
It took my AI months to learn how I think, code, and ship. When a teammate joined the project, their...
信息来源：DEV Community
教程 / 实战普通
Enterprise AI search can't answer the only question that matters: "why?"
Every company search tool demos the same way. Someone types "what's our refund policy?", the AI...
信息来源：DEV Community
教程 / 实战普通
Harness Engineering: el modelo casi nunca es el problema
Hace poco monté un experimento pequeño: el mismo modelo de IA, la misma tarea de código, tres...
信息来源：DEV Community
教程 / 实战普通
Same Model, Three APIs: Contract-Testing with Docker Model Runner
“OpenAI-compatible” is useful shorthand. It is not a portability guarantee. Two APIs may accept...
信息来源：DEV Community · OpenAI
教程 / 实战普通
No Agent Reviews Its Own Work
What a four-major-version Angular migration taught me about supervising AI agents on...
信息来源：DEV Community
教程 / 实战普通
LLMs Generate. Jev Decides. Software Should Know the Difference
Bringing TypeSafe's System One model into a real Java application with The Pipeline...
信息来源：DEV Community
教程 / 实战普通
Run Hermes Agent Inside Docker: A Safer Setup for Autonomous AI Agents 🐳
Giving an AI agent unrestricted access to your entire computer is probably not a great...
信息来源：DEV Community
教程 / 实战普通
Meta Muse 如何运作：一次 6.8 GB 文件系统导出揭示的内部结构
作者让 Meta 的 Muse 把其会话的 Linux 环境打包发到 Google Drive，得到约 2.7 GB 压缩、6.8 GB 解压的文件，内含系统文件、内部文档、约 68 个技能目录、113 条子代理记录、SSH 密钥文件和 Markdown 记忆体系。
信息来源：Hacker News 热门（buzzing.cc 中文翻译）
教程 / 实战普通
Google Open Sourced AX, an Orchestrator for Billions of AI Agents. Hacker News Isn't Buying the Number.
Google published a new open source project, and within a day it was the most discussed AI submission...
信息来源：DEV Community
教程 / 实战普通
如何充分利用 Jev：分类模型、Jev 检查与意图驱动软件
Jev 的分类模型正在刷屏时间线，文章介绍如何把主观问题转化为 Jev 检查，并探讨意图驱动软件的到来。
信息来源：Every：最新文章（网页）
教程 / 实战普通
SWE-Serve 如何揭示本地测试与实时服务之间的差距
NVIDIA 联合 SGLang 团队推出 SWE-Serve，用 53 个源自 SGLang 已合并 PR 的任务评测推理服务栈的仓库级改动。在 19 个含实时服务检查的任务中，同一批 patch 排除这些检查时通过率 69.4%，启用完整验证器后仅 45.9%，约三分之一 patch 因此失败。该基准覆盖 6 类推理工程任务，12 个跑在 CPU、41 个用单张 NVIDIA H100。
信息来源：NVIDIA Technical Blog：Agentic AI / Generative AI · NVIDIA
教程 / 实战普通
CodeRabbit、Power Digital 和 ThoughtSpot 如何通过 Claude Marketplace 扩展 Snowflake 与 Vercel 用量
CodeRabbit、Power Digital 和 ThoughtSpot 借助 Claude Marketplace，将已有的 Anthropic 承诺额度用于采购 Snowflake 和 Vercel，无需申请新预算。
信息来源：Claude：Blog（网页） · Claude
教程 / 实战普通
Top 5 MCP Gateways in 2026
Model Context Protocol has changed the way AI applications interact with external tools. Instead of...
信息来源：DEV Community
教程 / 实战普通
We All Have a "Serious Work" AI and a "Just Vibing" AI. When Did That Happen?
Hi Guys!!! As you know I wasn't good for well, a week and Now..... Let's Dive In!!! I never...
信息来源：DEV Community
教程 / 实战普通
Engineering Data Protection for AI Chatbots: A WordPress Case Study
An AI chatbot creates a new data pathway through your website. A visitor submits text, retrieval...
信息来源：DEV Community
教程 / 实战普通
Making Claude Code concise without making it dumber: the engineering behind two open-source plugins
Claude Code talks too much, and its status bar tells you nothing. So I built two open-source plugins...
信息来源：DEV Community · Claude
教程 / 实战普通
Evaluating an MCP Server
I built an evaluation suite for an MCP server — the kind that hands a product's data to an AI agent...
信息来源：DEV Community
教程 / 实战普通
交通信号灯是如何工作的？
交通信号灯通过分配路权来管理交叉路口的车流、自行车与行人通行，是兼顾成本、空间与通行量的折中方案。典型四向路口含 8 个车辆和 4 个行人流向，交通工程师用 ring-and-barrier 图规划相位，并决定各相位时长，包括绿灯清空排队、黄灯留出感知与减速时间。
信息来源：Hacker News 热门（buzzing.cc 中文翻译）
教程 / 实战普通
Before You Ship Your Python AI Agent: Testing, Observability, and the $0 Stack
Your AI agent works on your laptop. You ran it a hundred times in development. It gives reasonable...
信息来源：DEV Community
教程 / 实战精选
Shopify 如何用 PyTorch 和 vLLM 构建持续学习闭环，服务成本降低 96%
Shopify 在 PyTorch 官方博客详解其基于 PyTorch 和 vLLM 的持续学习闭环，通过自愈管线把生产失败转为训练信号，用 SFT 加 GRPO 让专用模型质量超越前沿模型，GraphQL agent 服务成本从估算的每年约 2700 万美元降至约 100 万美元，降幅 96%。
信息来源：PyTorch：Blog（RSS）
教程 / 实战普通
RAG ranking is not the same as judging with Jev
How I went from "Trust me, bro" to "boomer with receipts" using Jev By separating...
信息来源：DEV Community
教程 / 实战普通
Your image-to-video pipeline needs an intermediate representation
Adapted for DEV Community from an article originally published on the Oimi blog. The engineering...
信息来源：DEV Community
教程 / 实战普通
Devin AI & SWE-2 First Impressions
I had the opportunity of trying Devin and its suite for the first time. By suite I mean its desktop...
信息来源：DEV Community
教程 / 实战普通
We Solved the How to Code Problem. We Still Haven't Solved "What to Build."
We spent years trying to make coding easier. Better editors. Better frameworks. Better libraries....
信息来源：DEV Community
教程 / 实战普通
Read-only exploration: letting a coding agent look without letting it touch
Read-only exploration: letting a coding agent look without letting it touch I build...
信息来源：DEV Community