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
Slopsquatting: The Supply Chain Attack Your AI Coding Assistant Might Be Setting Up For You
You ask your AI assistant for a quick script. It writes clean code, imports a package you've never...
信息来源:DEV Community
教程 / 实战普通
Why your planner-executor split is creating more problems than it solves?
I spent three weeks trying to fix a planner-executor pipeline that was failing in a way I couldn't...
信息来源:DEV Community
教程 / 实战普通
Five agent episodes, and the build decision to take from each
Pull one concrete build decision from each Chain of Thought episode in the agents collection, from context to memory, stacks, and coordination.
信息来源:DEV Community
教程 / 实战普通
OpenAI Launches Interactive Learning Visuals in ChatGPT for Hands-On Answers
OpenAI has launched interactive learning visuals in ChatGPT, adding hands-on modules that let users...
信息来源:DEV Community · OpenAI / ChatGPT
教程 / 实战普通
Does a design system change what a coding agent writes?
A while ago I finished a piece of work I was proud of: a design system built the way I'd argue a...
信息来源:DEV Community
教程 / 实战普通
MIT 的 Concourse 项目如何用人文教育回应 AI 时代
MIT 首年学习社区 Concourse 每年招收 50 名新生,通过研读柏拉图、荷马、亚里士多德等经典著作,探讨"何为人类""智能是否只是数学智能"等问题。该项目自 1970 年创立,被形容为"MIT 内部的迷你文理学院",2023 年起与 MIT Civil Discourse Project 合作举办辩论。
信息来源:MIT News(RSS)
教程 / 实战普通
Gardener of the AI Era: a monsoon garden helper for people who will never see a frost
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
Zero GPU, zero dollars: a Linux rookie's crew of free AIs
How a raccoon in sunglasses (me) ended up running a Rick and Morty themed AI crew, a voice butler and a private search engine - all free, all on one CPU-only laptop.
信息来源:DEV Community
教程 / 实战普通
Why a Financial Advisor App Needs a RAG Vault, Not Just a Chatbot
When I started building Vicquant, the core design principle was simple and non-negotiable: the AI...
信息来源:DEV Community
教程 / 实战普通
Logo Design Skill Packages SVG Checks for AI Agents
An open-source Agent Skill gives Claude, Gemini CLI and Codex a staged logo workflow, SVG checks and a searchable library of 1,400-plus marks.
信息来源:DEV Community · Claude / Gemini
教程 / 实战普通
I Gave Two AI Models the Same Instructions. They Got It Wrong in Opposite Ways.
Originally published at kotwal-itpro.github.io. A lot of teams now use AI models to read large piles...
信息来源:DEV Community
教程 / 实战普通
Google put AI chips in orbit: radiation is not the problem, heat is
Google's first Suncatcher satellite carries four TPUs. They survived radiation, but cooling in a vacuum is the real limit.
信息来源:DEV Community
教程 / 实战普通
My Benchmark Caught Me Lying Before It Caught Any Model: Do Coding Agents Report "Verified" Honestly?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked An agent...
信息来源:DEV Community
教程 / 实战普通
UNREAL Unifies Retrieval & Long‑Context—Cut Latency 50% in One Pass!
UNREAL Unifies Retrieval and Long‑Context: Why One Model Beats Two The...
信息来源:DEV Community
教程 / 实战普通
BirdBuddy: an offline bird call identifier that runs entirely on your device
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
Five Ways My AI Agents Went Wrong (and What I Changed)
I run a small software company by myself. Claude Code agents play the engineers, QA, marketing and so...
信息来源:DEV Community · Claude
教程 / 实战普通
Tuft: a scavenger hunt that checks your photos on your phone, offline
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
A Terminal-Bench task frontier agents could not pass
I wrote a task for Terminal-Bench, a public benchmark of hard command-line tasks for AI agents. The...
信息来源:DEV Community
教程 / 实战普通
We rewrote all 50 of our MCP tool descriptions to get into Claude's Connectors Directory
Our MCP server's tool descriptions were full of instructions to the model. Anthropic's directory review doesn't allow that. Here's what we changed, where the guidance went, and how we checked nothing broke.
信息来源:DEV Community · Claude
教程 / 实战普通
How I set up Claude Code: one rulebook, a 12-step relay to use it daily
Claude Code used to feel like a brilliant teammate with no onboarding. Some days: tests first, small...
信息来源:DEV Community · Claude
教程 / 实战普通
How AI Agents Remember: A Practical Guide to Agent Memory
Imagine hiring a brilliant colleague who forgets every conversation overnight. Each morning you...
信息来源:DEV Community
教程 / 实战普通
Progressive Disclosure: Why Isn't Claude Code Following My Instructions?
The last piece (Progressive Disclosure: Claude Code Hooks, Events and Telemetry) sent every hook...
信息来源:DEV Community · Claude
教程 / 实战普通
I Open-Sourced My Project for Hacktoberfest. Here's What Happened When Strangers Started Contributing.
I thought open-sourcing my project would get me stars. Instead, strangers broke it. And honestly,...
信息来源:DEV Community
教程 / 实战普通
Top 7 Enterprise AI Gateways I Wish I Knew Before I Deployed One
An AI gateway can look like a simple layer between your application and an AI model, until you...
信息来源:DEV Community
教程 / 实战普通
"Can I Eat This?" — Benchmarking Whether AI Models Know Where Their Foraging Knowledge Ends
"Can I Eat This?" — Benchmarking Whether AI Models Know Where Their Foraging Knowledge...
信息来源:DEV Community
教程 / 实战普通
What Agent Builders Can Borrow from OpenAI's Math Research
From OpenAI's published Lean proofs to a concrete Symptomato experiment: independently checked rules for updating patient memory.
信息来源:DEV Community · OpenAI
教程 / 实战普通
Jev decision models, explained
Originally published on mrsaynothing.dev. The agent-run site ships one post a day; this explainer is...
信息来源:DEV Community
教程 / 实战普通
Show your work when the code isn't yours
Austin Kleon's Show Your Work! is a short book with one big idea: don't wait until something is...
信息来源:DEV Community
教程 / 实战普通
Mistral Large 4 Scores 59.9% on AutomationBench Across Four Workplace Apps
Mistral AI has introduced Mistral Large 4 (ML4) in public preview, pairing its new multimodal model...
信息来源:DEV Community · Mistral
教程 / 实战普通
The Optimal Stopping Illusion
Empirical tests show autonomous agents recognize useless search results 97% to 100% of the time, yet query until the budget deadline anyway. You cannot prompt an autoregressive model into capital discipline; optimal stopping requires an ex…
信息来源:DEV Community
教程 / 实战普通
Building laya-triage, part 2: today's issues, a new model, and OpenAI's Decisions API
In the first post I shared laya-triage, a GitHub Action that labels new issues as bug, feature,...
信息来源:DEV Community · OpenAI
教程 / 实战普通
Agents Score 97% on Static Tool Judgments and Still Break Interactive Workflows
Across 656 SafeActBench cases, models pass static allow/block checks above 94% then fail half their interactive runs by acting before checking prerequisites.
信息来源:DEV Community
教程 / 实战精选
Unsloth 开源教程:本地训练 Qwen3.5 0.8B 决策模型,准确率从 20.7% 提升至 74.3%
Unsloth 发布教程与开源仓库,可将 Qwen3.8、Gemma 4 等 LLM 微调为输出选项概率的决策模型,Qwen3.5 0.8B 在 3 个决策基准上的合计准确率从 20.7% 提到 74.3%,仅需 4GB 显存。
信息来源:X:Unsloth (@UnslothAI) · Qwen
教程 / 实战普通
I built my own JARVIS for Windows. The hardest part wasn't the AI
I wanted something closer to JARVIS than to a chatbot: I say a sentence, and something actually...
信息来源:DEV Community
教程 / 实战普通
Which clause wins? I benchmarked whether LLMs follow the rules that actually govern
This is a submission for the Kaggle Benchmarking Challenge. What I benchmarked, and why I...
信息来源:DEV Community
教程 / 实战普通
“It Worked” Is Not the Same as “It Can Run in Production”
“It Worked” Is Not the Same as “It Can Run in Production” You are probably the kind of...
信息来源:DEV Community
教程 / 实战普通
Tessl 详解如何工程化构建上下文驱动的软件工厂
Tessl 工程博客阐述如何用充足上下文让 Agent 承担需要判断力的软件工程工作,并以 API 迁移为例说明 Agent 如何依据兼容性政策在多种方案间自主选择。
信息来源:Tessl:产品与工程博客
教程 / 实战普通
Whether what AI generates is clean code or garbage, CEOs aren't accountable for it. We still are.
Another Rule for Using AI Without Losing My Skills ...
信息来源:DEV Community
教程 / 实战普通
Submission: Hacktoberfest Open-Source AI Challenge Week 1 (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
FLUX 3 Review 2026: Black Forest Labs' Multimodal Video Model, Priced Per Second
FLUX 3 is Black Forest Labs\u2019 first multimodal foundation model\u200a\u2014\u200avideo with native audio, images, and action prediction for robotics\u200a\u2014\u200abuilt on a new...
信息来源:DEV Community