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
A PSD carries Photoshop's answer key. The UI has none.
This week I wrote a Photoshop file by hand. 390 bytes, two gray layers, the top one set to Soft...
信息来源:DEV Community
教程 / 实战普通
Elsewhere: Don't Remind Me. Give Me a Reason.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
I Built a World With Rules. Then I Changed Them.
The Rules Are Hidden. The Timeline Isn't. What happens when you put something inside a...
信息来源:DEV Community
教程 / 实战普通
WanderLog: an offline field journal that answers "where did I see that kingfisher last time?"
A trail voice memo becomes structured sightings and walks, parsed by open-weight gemma3:4b on your own machine — no dashboard, no cloud, no typing.
信息来源:DEV Community
教程 / 实战普通
GitHub 漏洞赏金研究员 @vaib25vicky 如何挑选要调查的功能
GitHub 在网络安全意识月活动中专访了漏洞赏金项目 VIP 研究员 @vaib25vicky,其专注授权与访问控制方向。GitHub 今年重构了赏金机制,改为按质量而非数量奖励,并设立邀请制 VIP 计划,严重漏洞最高可获 3 万美元以上赏金。该研究员表示自己按功能而非漏洞类型开展研究,并强调 AI 只能充当助手,所有发现必须自行验证后才能提交。
信息来源:GitHub Blog
教程 / 实战普通
AI coding agents and Theo's Rust TypeScript compiler: the caveats
AI coding agents produced Theo's Rust TypeScript port. Its project benchmarks are promising; version matching and maintenance still need review.
信息来源:DEV Community
教程 / 实战普通
Side Quest: an AI that sends you on a walk, and never learns where you are
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — Touch Grass. ✏️ TODO...
信息来源:DEV Community
教程 / 实战普通
AllergyGuard — Open-Source Offline Dietary Safety & Recipe Transformation Engine
What I Built Shared living arrangements create significant friction when one roommate...
信息来源:DEV Community
教程 / 实战普通
Your coding agent's work is lost in .md file
A good part of what my coding agents make now isn't code. A rollout plan. A comparison of three queue...
信息来源:DEV Community
教程 / 实战普通
The September cut took 17% of my Claude Code week. Subagents were taking 48%.
My Claude Code week started ending on Wednesday. I blamed the September 14 cut, like everyone on...
信息来源:DEV Community · Claude
教程 / 实战普通
What decision models can't do: six honest limits
Two of the six new local decision models are non-commercial, none of them explain themselves, and the confidence number is a claim until you bench it.
信息来源:DEV Community
教程 / 实战普通
Stop Rebuilding Your Agent Loop Just to Train It with RL
Reinforcement learning for language agents has had an annoying operational tax. If you wanted to run...
信息来源:DEV Community
教程 / 实战普通
Breaking the Subword Boundary: Probing Architectural Vulnerabilities in Modern LLMs (ASTRAL-Bench on Kaggle)
This is a submission for the Kaggle Benchmarking Challenge When we look at standard LLM...
信息来源:DEV Community
教程 / 实战精选
LangChain 用 Stripe Link 和 Managed Deep Agents 构建可支付的智能体 Restock
LangChain 发布示例项目 Restock,一个在 Slack 上通过 Managed Deep Agents 运行的办公用品购买智能体,演示智能体如何安全完成支付。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
Claude 额度快速上手 Managed Agents
使用这些额度最快上手的方式是 Claude Managed Agents。在 Claude Code 中使用 claude-api 技能构建智能体,并用你的额度运行它: /claude-api managed-agents-onboard
信息来源:X:Claude Devs (@ClaudeDevs) · Claude
教程 / 实战普通
100 Actions, 110 Side Effects: A Crash Test for AI Agent Tools
Your agent chose the right tool. The arguments were valid. The action was allowed. Then the worker...
信息来源:DEV Community
教程 / 实战普通
Spring AI vs LangChain4j in October 2026: Both Shipped Big. Here Is How to Pick.
On September 25, 2026, both of the serious Java options for building AI applications shipped releases...
信息来源:DEV Community
教程 / 实战普通
CodeSmith Context Engineering: Append-Only Conversation History for Agents
Context Engineering: A Conversation History That Never Gets Rewritten Source version of...
信息来源:DEV Community
教程 / 实战普通
智能体代码审查的解剖:Tessl Code Review 如何重构 PR 审查流程
Tessl 发布博客拆解智能体代码审查的完整结构,包括标准、视角、发现、裁决、逐条回应与记忆六个环节。其 Tessl Code Review 内置正确性与数据完整性、安全与隐私、规模与韧性、可维护性与代码质量四个视角,以 skill 形式打包并并行运行,标准以 context 形式存放在仓库中。该工具可免费安装到代码仓库,在下一个 pull request 上运行首个循环。
信息来源:Tessl:产品与工程博客
教程 / 实战普通
Dev Tool GTM, Done Agentically
I'm Founding Technical GTM at Tabstack. I run GTM with a stack of agents and tools, and I stay in...
信息来源:DEV Community
教程 / 实战普通
Codex Pricing in 2026: Every Plan, Usage Limit and Credit Rate, Explained
Codex pricing is not one number: Codex is bundled into ChatGPT Free, Go, Plus, Pro, Business and Enterprise, each with its own usage allowance, and...
信息来源:DEV Community · ChatGPT
教程 / 实战普通
Building Resilient LLM Function Calling in Node.js: Circuit Breakers, Fallbacks, and Schema Validation
Function calling (a.k.a. tool use) is what turns an LLM from a text generator into something that can...
信息来源:DEV Community
教程 / 实战普通
TrustBoundary Bench: when JSON formatting masquerades as an AI security failure
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Can an AI...
信息来源:DEV Community
教程 / 实战普通
Acoustic Atlas: An Offline Open-Weight Model That Finds the Best-Sounding Places to Touch Grass
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
EventSource can't POST. Your LLM stream needs it to.
You want to stream a chat completion. The response is a text/event-stream, so the browser's built-in...
信息来源:DEV Community
教程 / 实战普通
Cloudflare AI Bot Controls Can Affect Googlebot: What Website Owners Need to Check
Cloudflare has clarified that its AI traffic controls can affect more than specialist AI crawlers....
信息来源:DEV Community
教程 / 实战普通
Tripo 演示用 P2.0 几分钟搭建关卡 Blockout 素材包
Tripo 演示如何在几分钟内搭建关卡 blockout 素材包:先用 Tripo P2.0 生成完整环境,导入 Blender 后执行 Separate → By Loose Parts 拆分。作者称得到原生四边面拓扑、可用于生产的资产,将数小时的工作缩短到几分钟。
信息来源:Tripo(官方 X)
教程 / 实战普通
A Game That Replaces Doomscrolling, Powered by Local AI (Ollama)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community · Ollama
教程 / 实战普通
Human-in-the-Loop
Should Agentic AI be in complete control of my codebase?
信息来源:DEV Community
教程 / 实战普通
How I Broke 37 Circular Imports in a Python Codebase With Claude Code
TL;DR I had a ~180k-line Python service with 37 circular import chains, held together by...
信息来源:DEV Community · Claude
教程 / 实战普通
What My AI Broke This Week #1: Nothing. It Was Me, Three Times
This week the agent broke nothing. I broke three things, and it spent the week politely proving...
信息来源:DEV Community
教程 / 实战普通
How to Protect Local Credentials from a Coding Agent with Agent Guard
ou have a local project that a coding agent needs to work on, and the same Mac also holds the AWS...
信息来源:DEV Community
教程 / 实战普通
5 Best AI-Native API Platforms for Developers in 2026
APIs have always been an important part of software development. But in 2026, they are becoming even...
信息来源:DEV Community
教程 / 实战普通
I asked 63 models the same 76 questions, with and without web search
The 2026 standard deduction for a single filer is $16,100. I asked 63 models what it was. Asked from...
信息来源:DEV Community
教程 / 实战普通
grasscast: a "should I go outside?" forecast that learns your taste from a few dozen outings (TabPFN + Temporal)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Teaching AI Security: Hands-On LLM Hardening with Docker Desktop and Security Gateways
A complete guide to teaching AI security on student laptops with zero API costs using Docker, Ollama,...
信息来源:DEV Community · Ollama
教程 / 实战普通
Same bug, two IDs: an open RL dataset shares 15% of CyberGym's bugs, and a plain ID join misses 38% of them
Open RL environments are great for research. They also open another route for benchmark overlap. Here...
信息来源:DEV Community
教程 / 实战普通
I Tested Whether Frontier AI Can Do a Texas Real Estate Agent's Desk Work — Here's What 3 Models Taught Me (and What the 4th Taught Me About Benchmarks)
I'm a Texas real estate agent (eXp Realty). I spend my mornings doing desk work that has to be...
信息来源:DEV Community
教程 / 实战普通
Local LLM on a Laptop: 7 Surprising Speed Facts
Published: 2026-10-03 Table of contents What a local LLM actually is Why run a model on...
信息来源:DEV Community
教程 / 实战普通
Chrome DevTools MCP for Claude Code: Let It Read the Console, Network, and Performance (2-Minute Setup)
Stop being the copy-paste middleman between DevTools and Claude Code. The official Chrome DevTools MCP lets the agent read console errors, network req
信息来源:DEV Community · Claude