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
The one place in OpenClaw's tool path where a write can still be stopped
The one place in OpenClaw's tool path where a write can still be stopped Falsifier, up...
信息来源：DEV Community
教程 / 实战普通
5 Ways my new AI WordPress Workflow Actually Speeds up Development (and what it doesn't)
My AI WordPress workflow helps me finish the parts of a custom WordPress build I already know how to...
信息来源：DEV Community
教程 / 实战普通
The call transfer that reported success and rang nobody
Our voice agents can hand a live phone call to a human. Getting there took two rewrites, and the...
信息来源：DEV Community
教程 / 实战普通
在 M4 Pro Mac mini 上搭建本地 LLM 环境的完整方案
作者分享在 48GB 内存 M4 Pro Mac mini 上运行本地 LLM 的完整方案，主模型为 Qwen3.6-35B-A3B-OptiQ-4bit（约占用 20GB 内存），轻量模型为 Gemma-4-E4B，推理服务用 oMLX，通过 Tailscale 让 iPhone、MacBook 共用同一后端，并接入 Hermes、Pi、Apollo 和 Raycast。
信息来源：Hacker News 热门（buzzing.cc 中文翻译） · Qwen
教程 / 实战普通
O prompt de AppSec que eu criei achou 4 gaps de segurança
Pessoal, eu quase mandei uma lista de 23 "vulnerabilidades" para projetos de software livre. Esses...
信息来源：DEV Community
教程 / 实战普通
OpenAI's Astra Crosses the "Critical" Cybersecurity Threshold: AI Agents Need Stronger Execution Boundaries
OpenAI announced Astra, an upcoming AI model that the company says has reached its internal threshold...
信息来源：DEV Community · OpenAI
教程 / 实战普通
可灵 Kling 教程：用 Kling MCP 的 Elements 保持跨镜头角色一致性
可灵 Kling AI 发布教程，讲解如何在 Kling MCP 中使用 Elements 功能，在不同镜头间保持角色身份一致，从而创作更连贯的 AI 生成故事。
信息来源：X：可灵 Kling AI (@Kling_ai)
教程 / 实战普通
阿里云讲解如何用 OpenTelemetry 为 DeepSeek Harness 生成 GenAI 追踪
阿里云发文介绍编码智能体的日志只记录发生了什么，却不显示时间和 token 花在哪里。文中给出用三条命令从 DeepSeek Harness 获取 OpenTelemetry GenAI 追踪的方法，追踪结果可在 Jaeger 或 Langfuse 中查看，附教程链接 https://click.alibabacloud.com/m/20000002968/。
信息来源：X：阿里云 / Alibaba Cloud (@alibaba_cloud) · DeepSeek
教程 / 实战普通
⚡ Meet Minomeet: The Zero-Bot, 100% Private AI Meeting Copilot (Built with React & Node.js)
⚡ Meet Minomeet: The Zero-Bot, 100% Private AI Meeting Copilot Every day, knowledge...
信息来源：DEV Community
教程 / 实战普通
AWS SAP-C03 and DVA-C03: What We Know So Far (GenAI and Agents Are In)
AWS has announced revisions to two of its most popular certifications: Solutions Architect –...
信息来源：DEV Community
教程 / 实战普通
The AI Had an Authoritative Source. It Was Still Wrong.
These articles come from lessons learned while building Eterna Clarity and the operating system I use...
信息来源：DEV Community
教程 / 实战普通
An AI agent almost made me run `rm -rf` — so I built a verifier for AI code published: false
Last week an AI coding agent wrote me a small "helper" function. It looked completely reasonable....
信息来源：DEV Community
教程 / 实战普通
Two writers, one append-only ledger: the git conflict one .gitattributes line fixed, and the files it would have corrupted
Two things write to the same file in our repo: a Claude Code session that records every quote post,...
信息来源：DEV Community · Claude
教程 / 实战普通
Google’s New AI Search Guidance Puts Unique Content at the Center of SEO Strategy
Google has published new guidance for optimizing websites for generative AI experiences in Google...
信息来源：DEV Community
教程 / 实战普通
SWE-bench Is Not Contaminated — But Its Test Files Were Public Years Before the Fixes
Every AI coding benchmark gets the same accusation eventually: "the model has seen the answers." For...
信息来源：DEV Community
教程 / 实战普通
OpenAI’s Astra Roadmap Signals a Safety-Gated Next Model, but Key Details Remain
OpenAI’s public model roadmap points to a new phase of frontier AI development in which capability...
信息来源：DEV Community · OpenAI
教程 / 实战普通
What Actually Happens When Whisper Runs in Your Browser?
A “browser-based transcription tool” can mean two very different things. In one version, the browser...
信息来源：DEV Community
教程 / 实战普通
A credential fetch is a read: the containment guard your write-target sandbox was missing
A credential fetch is a read: the containment guard your write-target sandbox was...
信息来源：DEV Community
教程 / 实战普通
Google Brings Expert Intelligence to Gemini Notebook With Google Play Books
Google has expanded Gemini Notebook with Expert Intelligence, an initiative that lets users ground...
信息来源：DEV Community · Gemini
教程 / 实战普通
7 of My 8 Claude Code Agents Had Zero Calls in 30 Days: Finding Dead Agents Automatically
I had eight custom agents defined in Claude Code. When I finally counted, seven of them hadn't been...
信息来源：DEV Community · Claude
教程 / 实战普通
EKS vs ECS vs Fargate: Choosing AWS Container Compute
"Should we use EKS?" is one of the most over-answered-with-yes questions in AWS. Kubernetes...
信息来源：DEV Community
教程 / 实战普通
O prompt de AppSec que eu criei achou 1 gap em 174 rotas.
Pessoal, eu quase abri uma issue com uma lista. O modelo tinha devolvido XSS, CORS, CSP, um SVG...
信息来源：DEV Community
教程 / 实战普通
I don't review AI code. My build does.
Reading every diff at generation speed isn't review, it's skimming. Here is the 169-line verifier that gates this site, and the bug behind every check in it.
信息来源：DEV Community
教程 / 实战普通
The blast radius rule for AI coding
How I decide what an AI agent may change on its own — sorted by what a mistake costs to undo, not by how hard the task is. Three zones, and the check for each.
信息来源：DEV Community
教程 / 实战普通
MiniMax 回顾 H3 开放权重一个月：社区用它构建生成式视频课堂
MiniMax 发文称，如果 SOTA 视频模型保持闭源，就看不到如此普遍的创作，并表示 MiniMax H3 开放权重一个月来每天都被社区的作品震撼。其转发的示例中，用户 @internetphysics 基于 @fal 的 H3 Max 构建了一个生成式视频课堂，输入任意概念即可在几秒内生成动画讲解视频，还可在观看时排队新视频并提出追问。
信息来源：X：MiniMax (@MiniMax_AI)
教程 / 实战普通
10 MCP Servers Worth Adding to Your AI Coding Workflow in 2026
Introduction I am a big fan of the Model Context Protocol. MCP keeps getting better, and I...
信息来源：DEV Community
教程 / 实战普通
Four Ways a Batch Runner Can Believe It Already Finished
On 16 March 2026 the batch runner for our content pipeline landed in a single commit. That commit...
信息来源：DEV Community
教程 / 实战普通
How We Built a Weather-Aware Daily Recipe Pipeline With FastAPI
Fancy Fox publishes one AI-assisted seasonal recipe idea each day. What began as a linear prompt...
信息来源：DEV Community
教程 / 实战普通
The Edit That Fixed 4 Tasks and Broke 1
AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback....
信息来源：DEV Community
教程 / 实战普通
From Software Engineer to AI Engineer - Part 5: Scaling your tool belt
We learned about tools and wrote them ourselves. This is cute, but an application writing all of its...
信息来源：DEV Community
教程 / 实战普通
Stop drawing the graph: reactive agents over versioned artifacts
A reactive, artifact-driven agent runtime — agents react to state changes instead of following a graph. Deterministic, versioned, accountable by default.
信息来源：DEV Community
教程 / 实战普通
FDA 如何在 Databricks for Government 上构建安全、面向 AI 的数据基础
FDA 在 Databricks for Government 上构建安全、AI 就绪的数据基础，原文将联邦数据平台现代化比作在航行中重建航母引擎，正文仅给出这一背景性描述。
信息来源：Databricks：Blog（RSS）
教程 / 实战普通
ChatGPT Connects to Health Records, Bringing AI Closer to Clinical Workflows
OpenAI is moving ChatGPT closer to the clinical systems healthcare teams use every day. The company...
信息来源：DEV Community · OpenAI / ChatGPT
教程 / 实战普通
I Built an API That AI Agents Pay in USDC — Full x402 Walkthrough (27 Endpoints, Real Transactions)
I built an Express API that AI agents (or humans, or anything with fetch) can pay per call, in USDC,...
信息来源：DEV Community
教程 / 实战普通
WP Engine AI Bot Blocks Put Fetchability at the Center of GEO Audits
A website can be indexed, receive search traffic, and show no obvious issue in standard SEO tools...
信息来源：DEV Community
教程 / 实战普通
I tested Claude Code's memory against mine. They are not doing the same job.
Proof over claim Last time I described the hour a platform shipped the feature I had spent months...
信息来源：DEV Community · Claude
教程 / 实战普通
What Agent Frameworks Hide: I Built One From Scratch to Find Out
Every "build an AI agent" tutorial starts the same way pip install langchain, import a few classes,...
信息来源：DEV Community
教程 / 实战普通
OpenAI Prism Launches a GPT-5.2 Workspace for Scientific and LaTeX Writing
OpenAI has launched Prism, a free AI-native workspace for scientists to write, revise, collaborate...
信息来源：DEV Community · OpenAI / GPT
教程 / 实战普通
Databricks 如何在一小时内消除每年 100 万美元的 AI 智能体浪费支出
Databricks 工程团队分享如何在一小时内消除每年 100 万美元的 AI 智能体浪费支出。工程师团队高度依赖 AI 智能体来简化和加速工作，由此产生了相应的使用开销。
信息来源：Databricks：Blog（RSS）
教程 / 实战普通
Running the whole company on AI: the big picture
Let me tell you our starting point, precisely. Our beginning was not "people make the judgment." Our...
信息来源：DEV Community