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
We Checked 162 AI Benchmark Gaps. Only 20 Separate Cleanly. The Bigger Problem Was the Missing Data.
Six frontier AI launch posts and nine public leaderboards gave us 162 model-vs-model gaps to...
信息来源:DEV Community
教程 / 实战普通
Whistle: A 16.9 MB Speech-to-Text Model That Runs on Any CPU (Hands-On Test)
Say you set up your agent stack to accept voice notes, the way most voice-first projects start. The...
信息来源:DEV Community
教程 / 实战普通
Claude Code Review in Production: How Our Review Rules Evolved Over Five Months
Claude Code review started at my company as a single prompt in a GitHub workflow, and five months...
信息来源:DEV Community · Claude
教程 / 实战普通
Stop pasting other people's agent skills into your repo as-is
Agent skills (the SKILL.md files that Claude Code and Codex load) are easy to share, and GitHub is...
信息来源:DEV Community · Claude
教程 / 实战普通
Steelmanning the case against on-chain AI verification
1/12 I get paid for work that an AI jury verifies on chain. That means I have every incentive to...
信息来源:DEV Community
教程 / 实战普通
The F-160 Iron Rule: Why My AI Trading Bot Ignored a 75x Leveraged Meme Coin
The F-160 Iron Rule: Why My AI Trading Bot Ignored a 75x Leveraged Meme Coin It was 2:00...
信息来源:DEV Community
教程 / 实战普通
With 160 skills installed, Claude Code kept 20 descriptions, and the model found 0 of 3 skills that lost theirs
With Opus 5.5's 1M-token window, Claude Code 2.1.289 held the skill listing to 30,000 characters. Of...
信息来源:DEV Community · Claude
教程 / 实战普通
Grok Bot 支持移动端 PWA 安装
你可以在手机上把它作为 PWA 安装
信息来源:X:Matt Palmer(SpaceXSI,Grok Bot) (@mattyp) · Grok
教程 / 实战普通
Grok Bot 机器人搭建
搭建一个机器人 https://botpfp.com
信息来源:X:Matt Palmer(SpaceXSI,Grok Bot) (@mattyp) · Grok
教程 / 实战普通
There's no fall foliage in Phnom Penh, so I built an offline AI that sends me out to flip buckets
MusPatrol (មូស Patrol): a 10-minute after-the-rain dengue patrol. CLIP names the container in your browser, a rules table decides what to do, and Gemma 4 is only allowed to narrate.
信息来源:DEV Community
教程 / 实战普通
Snyk 如何将内部支持 Agent 变成面向客户的产品功能
Snyk 将内部支持 Agent 演进为面向所有付费客户的 Snyk Assist,该 Agent 基于 LangChain 和 LangGraph 构建,并在 LangSmith 中管理可观测性。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
Your coding agent is following rules that are no longer true. Here is the fix.
AGENTS.md and CLAUDE.md go stale without throwing an error. It goes stale by design. Your agent will faithfully follow an old command that no longer exists. Here is a doc-drift check and a verify-by-retry loop that keeps the instructions h…
信息来源:DEV Community · Claude
教程 / 实战普通
7 LLMs reconciled 73 Pix statements: 99.6% correct order links, zero invented orders observed, and the hard part was the clock
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Pix...
信息来源:DEV Community
教程 / 实战普通
Anthropic OSS Scanner Uses AI to Find Vulnerabilities in Opted-In Open-Source Projects
Anthropic has launched OSS Scanner, a free opt-in vulnerability-finding service for eligible...
信息来源:DEV Community · Claude
教程 / 实战普通
Anthropic Launches Critical Infrastructure Defense Program for OT Security
Anthropic has launched the Critical Infrastructure Defense Program (CIDP), the flagship component of...
信息来源:DEV Community · Claude
教程 / 实战普通
Anthropic Cyber Mission Expands AI Security Work for Infrastructure and Open Source
Anthropic has launched the Anthropic Cyber Mission, a long-term security initiative focused on two...
信息来源:DEV Community · Claude
教程 / 实战普通
Grass Gate: my feeds only unlock after an open-weight model sees me outside
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
Llama Village: a virtual world powered by local AI with llamadart
Llama Village in motion. The characters’ dialogue is generated by an on-device model. Watch the...
信息来源:DEV Community · Llama
教程 / 实战普通
Your Self-Hosted AI Assistant Keeps Forgetting You. Here Is How We Measured a Fix.
Your self-hosted AI assistant keeps forgetting you. Here is how we measured a fix. Every...
信息来源:DEV Community
教程 / 实战普通
My support chatbot scored 0.92. It was also lying to customers.
Twelve of my thirteen test prompts scored a perfect 1.00. Two independent evaluation runs agreed:...
信息来源:DEV Community
教程 / 实战普通
AI Coding Tools Are Great Until the Only Test Is a Device in Someone's Hand
Most "how I use AI coding tools" posts come from someone who lives in one web framework all day. That...
信息来源:DEV Community
教程 / 实战普通
AI Models Have a Spine Until You Give Them a Manager
Frontier models shrug off a confident liar and even a fake majority, then fold the moment a senior reviewer pulls rank. A benchmark on who caves to authority and who keeps their answer.
信息来源:DEV Community
教程 / 实战普通
MIT 教授 Sasha Rakhlin 谈 AI 如何重塑高校科研与研究生培养
MIT 统计与数据科学中心主任 Sasha Rakhlin 发文分析 AI 对学术界的影响,指出数学领域已有模型达到国际数学奥林匹克金牌水平,并在一年后产出新研究成果。他建议院系重新界定学术贡献与署名责任,并建设共享 AI 科研基础设施,以保留实验失败等未发表的经验知识。
信息来源:MIT News(RSS)
教程 / 实战普通
Benchmarking LLMs on ETL Logic Synthesis: Can AI Truly Replace Data Pipeline Scripting?
A custom benchmark evaluating modern LLMs on translating visual Knime/ETL logic into idiomatic, vectorized Python code with strict edge-case verification.
信息来源:DEV Community
教程 / 实战普通
NVIDIA Omniverse 如何用 GPT-6 Astra 等前沿 AI 智能体把想法变成仿真应用
NVIDIA 展示开发者如何用 GPT-6 Astra、Claude Fable 5 等前沿 AI 智能体配合 Omniverse 库构建仿真应用,覆盖人形机器人仓库控制、自动驾驶测试、数字孪生传感器校验等场景。其中 Robo Olympics 项目中 Unitree G1 人形机器人在 100 次仿真试验里有 64 次跨过单个栏架,另有智能体在约三天内从零创建两个数字孪生并改进两个已有孪生。
信息来源:NVIDIA Blog(RSS) · GPT / Claude / NVIDIA
教程 / 实战普通
TerraQuest: Put the Phone in Your Pocket, Let an Open-Weight Model Name the Animals and Plan
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
Google Requires Manual Fact-Checking for AI Content Before Website Publication
Google has updated its guidance for using generative AI content on websites, making manual...
信息来源:DEV Community
教程 / 实战普通
Offline Adventures - lets start journey with AI
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
Grok Bot 一键配置模拟掌机
把最难搞的问题交给 Grok @Bot
信息来源:X:Elon Musk (@elonmusk, xAI) · Grok
教程 / 实战普通
Study of 9 Million AI Answers Challenges the Link Between Sentiment and Citations
Positive brand sentiment may be valuable for customer trust, but it is not a dependable shortcut to...
信息来源:DEV Community
教程 / 实战普通
TouchGrass: The Open-AI Agent That Succeeds When You Stop Using It
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
Running 15 Claude Code Sessions at Once
TL;DR: Ten or more parallel Claude Code sessions work if you treat them as a small distributed...
信息来源:DEV Community · Claude
教程 / 实战普通
GroundSignal — The Sidewalk Told on Itself
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 got Jev to zero mistakes. I'm still using Flash-Lite.
Jev is a brilliant decision model. Gemini Flash-Lite is the model nobody talks about, and it’s fast,...
信息来源:DEV Community · Gemini
教程 / 实战普通
The future, after AI
I've been using AI coding tools for a while now, and the progress is honestly insane. Something that...
信息来源:DEV Community
教程 / 实战普通
Bedrock and LangChain disagree on what input_tokens means — never price it without knowing who counted
I was adding cache-read and cache-write columns to a usage ledger, and I put two usage payloads side...
信息来源:DEV Community
教程 / 实战精选
如何在单张 RTX 5090 上用 MiniMax H3 生成实时视频
ComfyUI 博客作者用智能体搜集各类优化,把 MiniMax H3 实时视频生成压缩到单张 RTX 5090(32 GB 显存)上运行,生成 30 秒视频耗时 23.51 秒,达 1.28 倍实时吞吐。
信息来源:Comfy Blog
教程 / 实战普通
Meta Muse and MCP Security: When Trusted AI Tools Become the Attack Surface
The most dangerous AI attack may not break the model. It may simply convince the AI to use a trusted...
信息来源:DEV Community
教程 / 实战普通
MCP Servers Are a New Attack Surface, and Most Teams Are Not Looking
Over the last year, the Model Context Protocol (MCP) has become the default way to connect an AI...
信息来源:DEV Community
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