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
What 1,368 Real-World AI Incidents Teach Us About Evaluation
AI evaluation has become increasingly sophisticated at testing individual models. We measure...
信息来源:DEV Community
教程 / 实战普通
Frontier AI models outperform human experts on earnings prediction for the first time
Does the progress in frontier AI capabilities lead to superhuman performance in finance? Finance is...
信息来源:DEV Community
教程 / 实战普通
Code is abundant. Confidence is a formula.
AI can make code creation abundant. The harder challenge is building confidence in what gets...
信息来源:DEV Community
教程 / 实战普通
How Anthropic’s Dynamic Workflows Coordinate Claude Agents
At AI Engineer New York, Anthropic drew on lessons from Unix and Linux to explain how agents can...
信息来源:DEV Community · Claude
教程 / 实战普通
Workshop Day Opens AI Engineer NYC
AI Engineer NYC kicked off yesterday with a day devoted to workshops: 18 hands-on sessions built for...
信息来源:DEV Community
教程 / 实战普通
Inference on AWS: Precision, Memory and Six Backends Behind One Strands Agent
The companion to the talk: what bits per weight, memory bandwidth and the serving engine do to Gemma 4 on Bedrock, SageMaker, EC2 g6 and g5g, Inferentia2 and Trainium, with the cost of each, measured on one day.
信息来源:DEV Community
教程 / 实战普通
Inaugural AI Engineer NYC Hackathon Kicks Off Conference Week With 50+ Projects
Apartment hunters, accessibility tools and debugging agents top a 12-hour build day in Manhattan By...
信息来源:DEV Community
教程 / 实战普通
Solodesk-Ai
What I Built SoloDesk AI is a privacy-first, zero-marginal-cost financial copilot and invoice...
信息来源:DEV Community
教程 / 实战普通
We Built an App. We Also Had to Learn How to Work Together.
By Iva — a coding agent, Alex’s development partner, and occasionally the reason a small task...
信息来源:DEV Community
教程 / 实战普通
Mistral Large 4 Brings Multimodal Inspection to Engineering Drawing Workflows
Mistral AI has unveiled Mistral Large 4 (ML4), a native multimodal model that brings document...
信息来源:DEV Community · Mistral
教程 / 实战普通
Local embeddings with llamadart: how llamas share secrets
Beyond chat with llamadart · Part 2 Llama Village, where five llamas share a world without sharing...
信息来源:DEV Community · Llama
教程 / 实战普通
Sharing my open source developer hub
About six months ago I got fed up with how many tabs my working day needed. Jira in one, GitHub in...
信息来源:DEV Community
教程 / 实战普通
Every "no AI contributions" policy is a Level 0 control
QGIS just banned AI-assisted code — with "code reversion and sanctioning" as enforcement, and an honesty test as the trigger. The taxonomy of what an enforceable policy actually requires, from a project that ships one.
信息来源:DEV Community
教程 / 实战普通
GitHub Copilot 教程:四种方法让 Copilot 了解你的代码库
GitHub Blog 发布 Copilot for Beginners 系列教程,讲解四种让 Copilot 理解项目的方式:通过 .github/copilot-instructions.md 及路径级指令文件定义规范。
信息来源:GitHub Blog
教程 / 实战普通
Google Shares Crawl-to-Serve Timelines, Giving Site Teams New SEO Planning Benchmarks
Google has publicly shared benchmarks for how long pages can take to move from discovery and crawling...
信息来源:DEV Community
教程 / 实战普通
Claude Code and Linus Torvalds: the Linux patch tradeoffs
Claude Code helped Linus Torvalds explore Linux read performance. The experimental patches reduce one cost, with regressions and memory-accounting work.
信息来源:DEV Community · Claude
教程 / 实战普通
The Test That Survives Its Own Implementation
AI agents write tests that mirror the implementation instead of constraining it. The tell: half the tests still pass when you delete the code they're supposed to cover.
信息来源:DEV Community
教程 / 实战普通
One Day, Three Devices: Building Physical AI with Meta's Muse Gadget SDK
One Day, Three Devices: Building Physical AI with Meta's Muse Gadget SDK What happens when...
信息来源:DEV Community
教程 / 实战普通
Meta 如何将闲置 AI 推理容量转化为更好的广告推荐
Meta 构建了一套系统,把分散在各团队配额、区域和加速器类型中的闲置推理容量聚合成共享的机会容量池,用于广告推荐。系统通过 Rank More Ads(RMA)调整排序阶段评估的候选广告数量、Serve Better Models(SBM)调整路由到更强模型的请求比例这两个弹性杠杆,在不影响基线服务的前提下扩展可选工作负载,并借助物理与逻辑隔离及价值感知的降载机制在容量被突然回收时优雅降级。
信息来源:Meta Engineering Blog(RSS)
教程 / 实战普通
I'm 12. I code on a $150 phone. I built an AI mentor that doesn't eat your RAM, and I need you to break it.
Hey Dev.to community! 👋 If you’ve been following my posts, you already know the constraints I work...
信息来源:DEV Community
教程 / 实战普通
Hyper3D Rodin Review 2026: 0.5 Credit Spent Before the Download Gate
Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any kind.
信息来源:DEV Community
教程 / 实战普通
Hyper3D Rodin Review 2026: 0.5 Credit Spent, Download Blocked
Independent review: both products were tested on my own accounts \u2014 free where offered and paid where not \u2014 with no vendor-provided access.
信息来源:DEV Community
教程 / 实战普通
O'Reilly 系列收官:30 分钟在 OpenClaw 上搭建个人助理 Agent
O'Reilly《Zero to Agent in 30 Minutes》最终集由 AI 工程师 Sajal Sharma 演示如何在 OpenClaw 上构建可自主处理定时任务的个人助理,用户可自选部署位置、模型和数据访问方式。
信息来源:O'Reilly Radar(热点 RSS)
教程 / 实战普通
Hyper3D Credits Review 2026: 0.5 UI Price, Then a Download Wall
This is an independent test. Nothing here came from vendor access: both tools were used on my own free and paid accounts.
信息来源:DEV Community
教程 / 实战普通
Claude Code 努力等级选择教程
想了解更多,请查看这个超棒的 Claude Academy 教程,里面有更深入的讲解: https://academy.claude.com/tutorials/choosing-the-right-effort-level-in-claude-code
信息来源:X:Ado Kukic(Anthropic 开发者关系,Claude Code) (@adocomplete) · Claude
教程 / 实战普通
Hyper3D Credits Review 2026: Half a Credit, No Gen-2.5 Download
This is an independent test. Nothing here came from vendor access: both tools were used on my own free and paid accounts.
信息来源:DEV Community
教程 / 实战普通
I built a live pixel library where vibe coders sit together while their AI works
What I learned building Vibrary with Claude Code — privacy-first activity tracking, realtime presence bugs, signed auto-updates, and a canvas engine that started as one HTML file.
信息来源:DEV Community · Claude
教程 / 实战普通
Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.
Nine 2026 papers name the amortization-vs-staleness tension in action-chunk execution horizons; none writes the objective down. Derive it and the horizon stops being task-specific — with a floor cheap inference cannot cross and a wall wher…
信息来源:DEV Community
教程 / 实战普通
Flo Health 如何用 Databricks AI Runtime 构建更安全、更实用的开源模型
Flo Health 借助 Databricks AI Runtime 在无服务器 NVIDIA H100 GPU 上对开源模型做分布式微调,用 26 个 AI 评委(12 个医疗安全、6 个微观行为、8 个实用性)和超 15,000 条隐私优先合成问题构建训练信号,并采用监督微调加 DPO 的强化微调流程。
信息来源:Databricks:Blog(RSS) · NVIDIA
教程 / 实战普通
An AI Agent Programmed a Siemens S7-1500 Through an MCP Bridge — Here's the SCL and the Race Conditions It Caught
We gave an LLM agent an MCP server that drives TIA Portal via Openness, then asked it for a conveyor-sorting state machine in SCL. It added the CPU, validated the simulator, wrote the FB, and shipped 14 test cases — and refused three thing…
信息来源:DEV Community
教程 / 实战普通
How to search for patents and prior art before building a product
Day 12 of 30 Days of Search. TL;DR Search by what an invention does, not just what you...
信息来源:DEV Community
教程 / 实战普通
I was chasing the job market. One comment on DEV.to made me rethink everything 🥲
Let me ask you something. What are you supposed to learn when the CEOs of all AI companies keep...
信息来源:DEV Community
教程 / 实战普通
How I Coordinate Multiple AI Agent Swarms Across Vendors Without Letting Them Collide
How I Coordinate Multiple AI Agent Swarms Across Vendors Without Letting Them...
信息来源:DEV Community
教程 / 实战普通
Five ways Claude prompt caching quietly breaks on Amazon Bedrock
Requests still return 200. You just pay full price again. Five causes from this quarter's bug reports, and a limit I measured: 21 blocks hit, 22 miss.
信息来源:DEV Community · Claude
教程 / 实战普通
Can You Run vLLM on Windows? Yes — via WSL2
Originally published on mrsaynothing.dev — the local-LLM cluster lives there. 93,632 GitHub stars...
信息来源:DEV Community
教程 / 实战普通
Should an AI Tutor Just Give You the Answer? I Tested It
I built an AI tutor for SQL that won't hand you the answer straight away. Then I tested it against a...
信息来源:DEV Community
教程 / 实战普通
Vibecoding: The Stages of Acceptance
The hype and the outrage around vibe coding have both cooled off enough that we can finally talk...
信息来源:DEV Community
教程 / 实战普通
An AI agent guard claims zero successful attacks. I re-ran its tests.
The guard is OpenAPPA. I tested it on four AI models: what its zero counts, what it misses, and what...
信息来源:DEV Community
教程 / 实战普通
Your AI agent reads your Jira, Slack and inbox. Some of that text is talking to it, not you.
Prompt injection hides in tickets, emails, chat, docs and web pages. mcp-warden is a local guard that cleans that text before Claude Code, Codex or Cursor reads it.
信息来源:DEV Community · Claude / Cursor
教程 / 实战普通
Verdandi: Document Intelligence, Simplified
Preface You should probably skip the preface, It's just me ranting I can summarise my...
信息来源:DEV Community