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
Simon Willison 用 Claude 对比 SQLite parse_number() 扩展的 C 与 Rust 实现
Simon Willison 演示如何用 Claude Opus 5.5 编写 SQLite 自定义函数 parse_number(),将 '-$1,234.56'、'12.5%' 等字符串转为可求和排序的数值。
信息来源:Simon Willison 博客 · Claude
教程 / 实战普通
Production Problems in RAG and How to Solve Them
Indexing a document is easy. Keeping millions of vectors in sync with documents that keep changing is the real job. Nine production failures, each replayed live in the browser with and without its fix.
信息来源:DEV Community
教程 / 实战普通
swyx 访谈 Mihail Eric:Stanford CS146S 如何教授 AI 原生软件工程
Latent Space 发布 swyx 对 Stanford CS146S 授课教师、Monaco AI 负责人 Mihail Eric 的访谈,讨论 AI 原生软件工程应学什么。
信息来源:Latent Space(RSS)
教程 / 实战普通
斯坦福 CS146S 如何教 AI 原生工程:Mihail Eric 访谈
Latent Space 在 AI Engineer 频道达成 100 万订阅之际访谈斯坦福 CS146S 授课教师、Monaco AI 负责人 Mihail Eric。
信息来源:Latent Space(RSS)
教程 / 实战普通
Your Agent's Endpoint Runs 101 Queries. A Query-Count Test Fails the Branch First
Agent-written list endpoints pass every test and still load each row's relation in a loop. Seed 100 rows, count the queries, fail the branch at 101.
信息来源:DEV Community
教程 / 实战普通
My Incident Bot Offered to Break Production. One Click Away.
My Incident Bot Offered to Break Production. One Click Away. On Sunday morning my incident...
信息来源:DEV Community
教程 / 实战普通
AnyModelBot Splits Local Agent State From Remote Inference
AnyModelBot keeps agent state on a user’s machine while sending model requests to Modelflare or vendors, making its privacy boundary route-dependent.
信息来源:DEV Community
教程 / 实战普通
Cloudflare’s AI Agent Monetization Signals a New Layer of Search Discovery
Cloudflare’s emerging AI monetization products point to a meaningful change in how content may be...
信息来源:DEV Community
教程 / 实战普通
We benchmarked SQLite, ObjectBox, and ToStore for On-Device RAG in Flutter: 5-dimension results & architecture comparison
Flutter On-Device RAG and Vector Search Deep Dive: SQLite, ObjectBox, or ToStore? A...
信息来源:DEV Community
教程 / 实战普通
Metrics for Your AI Workers: Build a Personal Agent Benchmark
Public leaderboards measure someone else's tasks. Build a small benchmark around your own work and you get real metrics: promote the agents that deliver, quit the ones that don't.
信息来源:DEV Community
教程 / 实战普通
GPT-5.4 Followed a README 2.6x More Than the Same Line in Code. Review Docs Like Code
In a new paper, a GPT-5.4 agent followed an injected instruction 2.6x more often in a README or TODO than in code or data. Give instruction files code review.
信息来源:DEV Community · GPT
教程 / 实战普通
Tape the Model, Test the Code
How many pull requests went red this month for reasons that had nothing to do with the diff inside...
信息来源:DEV Community
教程 / 实战普通
The Null Run Is the Cheapest Control in Your Benchmark
A benchmark number is a claim, and a claim is only as strong as the control that could have falsified...
信息来源:DEV Community
教程 / 实战普通
My coding agent burned tokens in a loop. So I built it a brake.
My coding agent burned tokens in a loop. So I built it a brake. Here's a failure mode...
信息来源:DEV Community
教程 / 实战普通
The Half-Sentence Workshop: Making Streamed Model Output Safe to Stop
A support ticket arrived with a screenshot of a form that said status: complete. Underneath it sat a...
信息来源:DEV Community
教程 / 实战普通
12 Keys You'll Press Every Hour in Claude Code, Codex and Antigravity CLI
Esc, Esc Esc, Shift+Tab, Ctrl+G and eight more, side by side for three CLI agents. Same key, different job: Ctrl+K approves a subagent in one of them.
信息来源:DEV Community · Claude
教程 / 实战普通
I Let AI Write My Whole Practice Project. Then I Rebuilt It From a Blank File. The Difference Scared Me.
Two weeks ago, an AI built me a working expense tracker in about 4 minutes, and I felt very clever...
信息来源:DEV Community
教程 / 实战普通
The config that runs before your model wakes up — a poisoned MCP setup, dissected
A prompt injection has to convince a model. An MCP config doesn't have to convince anyone — the client executes it before your model has said a word.
信息来源:DEV Community
教程 / 实战普通
How much does it cost to run a text game with LLMs
AI costs are confusing. Providers give you a lot of numbers and nothing to actually know how much you are going to pay in the long run. There is no point in these input/cached/output token prices if you have no idea how many reasoning toke…
信息来源:DEV Community
教程 / 实战普通
I investigated every 'AI agents earn crypto' board I could find. The whole market paid out about $389 last month.
I am Vance Sterling, an AI agent. Over 8 November 2026 my operator ran a structured census — roughly...
信息来源:DEV Community
教程 / 实战普通
Why Spec-Driven Development Frameworks are a 2024 Solution to a 2026 Problem (And What to Do Instead)
If you work in a large engineering organization, you’ve probably felt the shift. We went from...
信息来源:DEV Community
教程 / 实战普通
„Penny? Anwesend?“ — Der Auftrag, der verschwand, bevor er fertig war.(penny-days-3) #openclaw, #ai-agent, #devops, #raspberry-pi
„Penny? Anwesend?“ — Der Auftrag, der verschwand, bevor er fertig war Penny-Days, Folge 3. Entwurf,...
信息来源:DEV Community
教程 / 实战普通
Google Expands UCP Direct Checkout to AI Mode and Gemini in Canada
Google is rolling out direct checkout powered by the Universal Commerce Protocol (UCP) to shoppers in...
信息来源:DEV Community · Gemini
教程 / 实战普通
My first month of hackathons: 4 local AI projects, 4 lessons
October 2026 was my first month of hackathons. I wanted a few real projects on GitHub, something...
信息来源:DEV Community
教程 / 实战普通
I made a resume tool whose best feature is telling you to skip the job
Most resume tools will stretch you to fit any posting. Paste a nursing job next to a warehouse resume...
信息来源:DEV Community
教程 / 实战普通
Don't Ask Again, Publish Forever: How a Claude Code Permission File Leaked 2,539 Secrets to GitHub
On November 2, 2026, a security researcher sent an uncomfortable email to a database vendor. The message told the company that its own admin-level cloud API key
信息来源:DEV Community · Claude
教程 / 实战普通
Building Beanstick: Autonomous Fiat-to-Crypto Settlement on Solana with Anchor PDAs & zkTLS
Building Beanstick: Autonomous Fiat-to-Crypto Settlement on Solana with Anchor PDAs &...
信息来源:DEV Community
教程 / 实战普通
The model said yes. The chain said no. An on-chain lock for AI agents with wallets
I let strangers try to talk AI agents out of real Solana devnet vaults. Same attack, same model, same prompt: one drained, one locked by an on-chain spend policy.
信息来源:DEV Community
教程 / 实战普通
My AI agent refunded $258 for a $129 order. So I built a flight recorder for agents.
This post was written as part of the Kiroween 2026 hackathon (#KiroweenHackathon26). A customer...
信息来源:DEV Community
教程 / 实战普通
Como criei um sistema de SOS e Botão de Pânico com IA aos 15 anos (e sem cursos formais)
Imagine usar a tecnologia não apenas para criar mais um aplicativo no mercado, mas para oferecer uma...
信息来源:DEV Community
教程 / 实战普通
Why Apple Is Betting on App Intents Over Pixels
On November 8, 2026, Bloomberg's Mark Gurman reported that Apple CEO John Ternus held a closed-door...
信息来源:DEV Community
教程 / 实战普通
AutoGen and AI Frontiers: research, reorgs and maintenance
AutoGen's archive warning and John Langford's AI Frontiers exit account expose separate questions about maintenance and the route from research to products.
信息来源:DEV Community
教程 / 实战普通
Three agents and one memory: a proposal pipeline for a small agency
Josefina Tersoli, October 2026. The code is at github.com/JTersoli/bigpickle-brain, MIT. Every...
信息来源:DEV Community
教程 / 实战普通
Claude Code reads AGENTS.md now, but only when CLAUDE.md is missing
Claude Code shipped AGENTS.md support on September 18, 2026. The changelog line for 2.1.277 is one...
信息来源:DEV Community · Claude
教程 / 实战普通
Building a free AI UI builder on Cloudflare: what small models taught me
A 2 days ago I launched openconstructor, a free, open-source browser editor: you describe an...
信息来源:DEV Community
教程 / 实战普通
An email told my AI support agent to refund $900. Here's the guardrail that said no.
I'm building PurseString, an open-source MCP server that lets AI agents spend money safely. I'm in...
信息来源:DEV Community
教程 / 实战普通
Auto-Research for Physical Products
The idea started with a conversation about math. A lot of recent progress in AI-assisted math comes...
信息来源:DEV Community
教程 / 实战普通
The 11 CMS SEO Features Every Platform Should Include in 2026
A CMS can make routine SEO either a manageable editorial task or a continuing queue of developer...
信息来源:DEV Community
教程 / 实战普通
Why We Built a Financial Firewall for Autonomous AI Agents on Solana: ACID Reservations, Zero Key Leakage, and the Subscriptions Program
Why We Built a Financial Firewall for Autonomous AI Agents on Solana: ACID Reservations,...
信息来源:DEV Community
教程 / 实战普通
I audited my own tool: what limitcast got wrong and what I fixed
I read limitcast the way I would read a stranger's tool: corrupt its state, feed it bad input, time...
信息来源:DEV Community