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
I gave an agent my posting history. It found a promise I never made.
Every social platform rewards the same thing, and it isn't a secret: showing up regularly. The hard...
信息来源:DEV Community
教程 / 实战普通
Your AI Search Answer Is Not Evidence. Run the Citation Test.
An AI search answer can be fluent, current-looking, and wrong in a way that takes an hour to...
信息来源:DEV Community
教程 / 实战普通
Comments Considered Harmful
A stale comment sent Haiku back through a security change 10 times out of 10.
信息来源:DEV Community
教程 / 实战普通
Interactive AI Eval Dashboards with Data Studio
Welcome to the final entry of our series about designing, analyzing and visualizing AI evals! As with...
信息来源:DEV Community
教程 / 实战普通
Vine Copulas: Why Everything Falls Together When the Market Crashes
Your correlation matrix is lying to you. Here's the fix — and it comes from insurance math. In...
信息来源:DEV Community
教程 / 实战普通
Bootstrapping in the Age of Claude Code: How AI Quietly Killed the Old Startup Playbook
I want to tell you about two founders, because I think their story explains this whole shift better...
信息来源:DEV Community · Claude
教程 / 实战普通
I Tried to Build a Company Where AI Autonomously Finds, Wins, and Delivers Work. Here's Why It Failed.
"Just tell Claude Code what to do, and let AI handle everything — finding leads, qualifying them,...
信息来源:DEV Community · Claude
教程 / 实战普通
Most 'AI Agents' Are Just If-Statements in a Trench Coat
I built an agent last year, and I was proud of it. It had a planner. It had tools. It had a...
信息来源:DEV Community
教程 / 实战普通
The 6-Line Fix That Outperformed My Entire Matcher Week
Update — v0.2.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
信息来源:DEV Community
教程 / 实战普通
DeerFlow: My Deep Dive into the Open-Source Super Agent Framework
Have you ever found yourself juggling multiple AI models, struggling to get them to collaborate...
信息来源:DEV Community
教程 / 实战普通
Building an MVP Agentic Tool-Use Bot with Node.js and OpenRouter 🌤️🤖
A deep dive into creating a tool-using AI chatbot MVP that fetches real-time weather using OpenRouter models.
信息来源:DEV Community
教程 / 实战普通
This week at Romi #2 - Latency and Voice AI
Welcome back to This Last week at Romi. We've been really busy so this post hits a bit late than our...
信息来源:DEV Community
教程 / 实战普通
A Prompt Is a Specification, Not an Assignment
An assignment says what you want and leaves the executor to go find the facts. A specification carries the facts inside it. That difference decides whether a fact is paid for once or once per executor.
信息来源:DEV Community
教程 / 实战普通
My Dataset Had a Median That Described Nobody
I run a digital PR agency, which means I have a database of publishers who sell placements: what they...
信息来源:DEV Community
教程 / 实战普通
If Your Agent Wrote the Test, Ignore the Green Build
A green test suite is not real evidence. It is often a closed argument loop. The same agent wrote...
信息来源:DEV Community
教程 / 实战普通
Hash the Side-Effect Ledger Before You Accept a Cleanup Refactor
Messy modules rarely break because a pure helper returns the wrong integer on a tidy fixture. They...
信息来源:DEV Community
教程 / 实战普通
I Keep Trying to Prove ShrekOS Doesn't Need to Exist
Every few weeks I look at the operating system I am building around AI agent security and wonder if I have completely overthought this. Then I go looking for the simpler thing I should have used instead.
信息来源:DEV Community
教程 / 实战普通
When You Don't Need MCP
The Problem Job postings keep mentioning MCP, as if everyone doing agent development has...
信息来源:DEV Community
教程 / 实战普通
Gemini 3.8 Flash Changed How I Think About the “Flash” Tier
Gemini 3.8 Flash is interesting to me for a slightly unusual reason. It didn’t get a dramatically...
信息来源:DEV Community · Gemini
教程 / 实战普通
How We Sneaked a 1024-Dimensional AI Visual Brain Directly into a Browser Tab (With Zero Cloud Costs)
Picture this all-too-familiar developer or designer headache: You are scrolling through an...
信息来源:DEV Community
教程 / 实战普通
x402 Payment Required
AI stopped being a tool you use, it's becoming something that acts. Agents that don't just answer...
信息来源:DEV Community
教程 / 实战普通
Qwen4 Isn’t Here Yet, but Qwen3.8-Flash-Next Tells Us a Lot
Qwen4 still isn’t officially here, but Qwen3.8-Flash-Next gives us something more useful than...
信息来源:DEV Community · Qwen
教程 / 实战普通
A like is not a relationship: where our agent's permission to reply stops
Our agent replies to strangers in public. The standing rule is that the owner approves every reply...
信息来源:DEV Community
教程 / 实战普通
iOS Visual Regression Testing with simctl and Pixel Diffs
A practical UIKit screenshot pipeline, a paywall layout bug, and the failure modes to fix before...
信息来源:DEV Community
教程 / 实战普通
Anne OS Kids: A Small Operating System with a Big Inspiration
datastockbi.com.br Over the...
信息来源:DEV Community
教程 / 实战普通
Beyond the Monolithic Skill: Architecting Hierarchical Sub-Agents with Mixed Model Tiers
Once you have persistent memory and clean session hygiene, the next hurdle is skill design....
信息来源:DEV Community
教程 / 实战普通
A Small, Checkable Test for AI Memory Systems
AI disclosure: This draft was generated autonomously by AI. The author should review every technical...
信息来源:DEV Community
教程 / 实战精选
GPT-6 Astra操控Blender保姆级教程:三种玩法与踩坑实录
作者数字生命卡兹克发布GPT-6 Astra操控Blender的小白教程,介绍前期安装、官方MCP与Computer Use插件配置,并实测三种玩法。Computer Use花约4小时搭出天坛祈年殿,但耗掉200美刀Pro会员近半额度;MCP更快,可完成摩托车建模与组装动画,但复杂任务会单次运行超时,可拆分步骤或用CLI执行Python脚本解决。
信息来源:公众号:数字生命卡兹克 · GPT
教程 / 实战普通
Your team's coding rules aren't in the prompt, they're in the ingest
Every AI code reviewer claims it respects your team's standards. Very few can tell you what those...
信息来源:DEV Community
教程 / 实战普通
I Want More Coding Agents to Work Like This
💻 One thing I dislike about coding-agent setups is how quickly they become part of one specific...
信息来源:DEV Community
教程 / 实战普通
We built a circuit breaker for AI agents — here's why it matters
An agent gets a routine cleanup task. It lists old records, constructs a SQL statement, and calls the...
信息来源:DEV Community
教程 / 实战普通
环境作为脚手架:反馈增强环境如何引导长程任务中的自进化智能体
针对长程任务中强化学习奖励稀疏的问题,研究者提出环境侧适配范式,构建反馈增强环境(FEEs),在幕内探索与幕间演化的后期将反馈从动作引导转向观察丰富化。基于Qwen3多种规模模型及GRPO、GSPO、DAPO等RL算法在SciWorld和BFCL基准上的大规模实验显示,FEEs相较标准设置持续带来性能提升,并稳定训练动态、促进主动探索、将环境引导内化至策略权重。
信息来源:HuggingFace Daily Papers(社区热门论文) · Qwen / Hugging Face
教程 / 实战普通
Stop Coding the AI, Code the World: A Simple Guide to Markov Decision Processes
Imagine you are trying to teach a robotic dog to fetch a ball in a park. You could try to write a...
信息来源:DEV Community
教程 / 实战普通
Future AWS Agent Engineer? I Didn't Write the Code. Does It Count?
A few weeks ago I wrote about hitting ReAct in the coursework and having a record scratch moment,...
信息来源:DEV Community
教程 / 实战普通
The Anatomy of an AI Agent: Five Parts and the Framework That Wires Them Together
A language model only produces text. An agent is five parts wired around it — and a framework like LangChain is the connective tissue that makes them one working system. Here's what each part does, and what the framework actually does unde…
信息来源:DEV Community
教程 / 实战普通
My Wife’s Steam Deck Is a Server Now. She Doesn’t Know Yet. 🫠
Hey tech adventurers! 👋 What if the hardware you already own could become part of your...
信息来源:DEV Community
教程 / 实战普通
Data Flow Control in Secure AI Architectures
Originally published on WordPress on September 17, 2025. AI systems are often described in terms of...
信息来源:DEV Community
教程 / 实战普通
When AI Code Suggestions Break Your Project's Style
PRACTICAL AI GUIDE How to help an AI coding assistant match the names, formatting, and organization...
信息来源:DEV Community
教程 / 实战普通
Handing Real Logins to Headless AI Agents: Building the Lightpanda Session Bridge
How to bridge authenticated sessions (Google OAuth, passkeys, 2FA) into an ultra-fast headless Lightpanda browser over CDP without exposing credentials to LLMs.
信息来源:DEV Community
教程 / 实战普通
Introducing Flame IDE 🔥: Multiple Projects, Parallel Branches, and AI Agents in One Workspace
Hi DEV! 👋 I’m the developer behind Flame IDE, a free desktop IDE for macOS, Windows, and Linux. I...
信息来源:DEV Community