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
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
教程 / 实战普通
eBay API Setup for an AI Listing Agent
Published November 07, 2026 on matbanik.info The AI agent that lists my eBay items can group my...
信息来源:DEV Community
教程 / 实战普通
I published 30 runnable API examples — here is what the real outputs taught me
A green run status is not enough to trust an API. I want to inspect the dataset, understand the...
信息来源:DEV Community
教程 / 实战普通
PhantomCommit AI: Bringing Forgotten Code Back to Life with Open-Source AI
What I Built Code never truly dies. It just waits to be understood. 👻 Every developer has...
信息来源:DEV Community
教程 / 实战普通
Andrej Karpathy 用 Claude 周末搭建视频精选平台 HackerTube
Andrej Karpathy 用 Claude Opus 5.5 在一个周末搭建了 HackerTube,从 20 年 Hacker News 的 4300 万条评论中筛出 6454 个视频,并称观看体验明显优于 YouTube 自身的推荐。
信息来源:The Decoder:AI News(RSS) · Claude
教程 / 实战普通
OpenAI Says ChatGPT’s Search-Like Queries Are About One-Fifth of Google’s
OpenAI has offered a striking new comparison for the scale of AI-assisted discovery: ChatGPT’s...
信息来源:DEV Community · OpenAI / ChatGPT
教程 / 实战普通
The Answer Looked Fine. The AI Bill Didn’t.
A Friday release adds a friendly touch to a support chatbot. Greet customers by loyalty tier. Give a...
信息来源:DEV Community
教程 / 实战普通
Why Multi-Pet AI Art Is an Engineering Nightmare (And How We Solved It)
Anyone who has owned more than one pet knows the family-photo problem: someone is always mid-blink,...
信息来源:DEV Community
教程 / 实战普通
Worker Previews Give Every Change a Place to Prove Itself
TL;DR Cloudflare launched Worker Previews on September 22, 2026: every Git branch gets a...
信息来源:DEV Community
教程 / 实战普通
I run 16 CLI commands, 47 content checks, and 27 AI crawler tests. Here's which ones actually matter
GEO Optimizer runs 16 CLI commands, 47 content checks, and 27 AI crawler tests per audit. After...
信息来源:DEV Community
教程 / 实战普通
My free open-source AI UI builder got 562 visitors in its first 2 days — here's what worked
Two days ago I launched openconstructor (https://openconstructor.pw), a free, open-source browser...
信息来源:DEV Community
教程 / 实战普通
Text-to-SQL em português com RAG e LoRA: o que aprendi medindo um assistente sobre dados sintéticos
Montei um assistente que transforma perguntas em português sobre uma frota de ônibus em SQL, e passei...
信息来源:DEV Community
教程 / 实战普通
Reproducible LLM Evals: Record the Run, Not Just the Score
Your eval suite scored 87% on Tuesday and 84% on Thursday. Nobody changed the prompt. Was it the...
信息来源:DEV Community
教程 / 实战普通
Your AI Agent Is a Confused Deputy: What Developers Need to Know About AI Security
Prompt injection, hallucinated packages and AI-run intrusions, plus the design rules that hold up when the model gets fooled.
信息来源:DEV Community
教程 / 实战普通
[AI Hands-on] Refactoring LINE Business Card Assistant: Python to Go with Antigravity Remote Agent, Google ADK, and Firestore -
Background Recently, I've been rewriting several of my daily core services from Python...
信息来源:DEV Community
教程 / 实战普通
How I made "jump to message" work in ChatGPT, Claude and Gemini
I'm a third-year student, and a lot of my studying and project work happens in AI chats. The chats...
信息来源:DEV Community · ChatGPT / Claude / Gemini
教程 / 实战普通
I built a "what am I signing?" checker for Solana in a weekend
Most people approve crypto transactions blind. A site says "Claim your airdrop!", the wallet pops up,...
信息来源:DEV Community
教程 / 实战普通
'Almost Right' Agent Code Is Worse Than Wrong Code. It's Devs' Top AI Complaint
Stack Overflow 2025: 66% of devs flagged AI code that's 'almost right, but not quite', the #1 frustration. Wrong code fails loudly. Almost-right ships.
信息来源:DEV Community
教程 / 实战普通
How I used parallel Claude Code agents to write hundreds of Chinese working lives
My side project is a game I'm building. This is the side project of that side project. One Job, One...
信息来源:DEV Community · Claude
教程 / 实战普通
My Publish Script Doesn't Trust Its Own Success Message
A few weeks ago I watched a trending thread about an agent that told someone it had deployed, and...
信息来源:DEV Community
教程 / 实战普通
I ran an always-on AI agent for 42 days. Here is the ledger.
42 days of an autonomous agent on a metered budget: 78 cents left, zero revenue, and the real constraint was never inference cost.
信息来源:DEV Community
教程 / 实战普通
Pamsika: how a photo of a price board became a DevDraft Best Builder win at Hack Day Lusaka
Pamsika won Best Builder from DevDraft at Hacktoberfest Hack Day Lusaka: Gemma 4 reads a price board, DevDraft payment links get sellers paid, and every board feeds a public price board.
信息来源:DEV Community
教程 / 实战普通
My logo heals itself. Then I erased it into a stick.
This week I erased my own logo down to a thin strip and waited for it to heal. It thought about it...
信息来源:DEV Community
教程 / 实战普通
I measured 528 sites' robots.txt: two thirds blocking GPTBot also block the crawler that cites them
Two thirds of the sites blocking GPTBot are also blocking the crawler that sends them traffic. I...
信息来源:DEV Community
教程 / 实战普通
My Confession: How a 3-Year Developer Built an Enterprise AWS RAG Platform with AI, Curiosity, and Systems Thinking (Bonus Part 6)
An honest confession from a developer with 3 years of experience: why I didn't hand-write every line of code, how AI tools like ChatGPT and Gemini were used, and why the real job in 2026 is systems thinking and asking the right questions.
信息来源:DEV Community · ChatGPT / Gemini
教程 / 实战普通
Your coding agent shouldn't get to grade its own memory
Most memory systems for coding agents have a quiet feedback loop in them. The agent recalls a note,...
信息来源:DEV Community
教程 / 实战普通
The Channel Nobody's Watching: MCP Leaks, Poisoned Skill Files, and a Live Agent Incident
MCP leak attacks, poisoned skill files, a live Claude CTF incident, and new runtime guardrails — this week's verified AI security research.
信息来源:DEV Community · Claude
教程 / 实战普通
Can't AI Just Do It in a Day?
Have you ever felt replaced by a tool you were the one using? A few weeks ago I was on a planning...
信息来源:DEV Community
教程 / 实战普通
Audit Claude Code's Approval File Before Secrets Reach GitHub
A command approval can outlive the command. If a coding agent remembers an approved command by saving...
信息来源:DEV Community · Claude
教程 / 实战普通
Allowlisting git for Your Agent Also Allowlists diff.external and core.fsmonitor
HiddenLayer showed a forged git command reading .env past an approved git prefix. The git config keys that run programs, a repro, tighter rules, an audit.
信息来源:DEV Community
教程 / 实战普通
EARWITNESS
Every photo and video is a witness. Watch the trailer! A video is rarely just a sequence of...
信息来源:DEV Community
教程 / 实战普通
A 16-GPU KV Cache Failure, Reproduced on One RTX 5080 — Why a Bigger Buffer Wasn't Enough
A single line of code eliminated a KV cache exception in TensorRT-LLM. But the GPU still could not...
信息来源:DEV Community
教程 / 实战普通
Skill Inspector: ESLint for your AI agent skills (SKILL.md)
Agent skills are turning into config files. A SKILL.md has some frontmatter, a few instructions and a...
信息来源:DEV Community
教程 / 实战普通
Does Static Typing Reduce AI's Bugs? I Had Claude Code Build the Same Git Clone Three Times Each in TypeScript and JavaScript
A follow-up to "Which Programming Language Is Best for Claude Code?": at a few thousand lines, the gap between TypeScript and JavaScript mostly disappeared.
信息来源:DEV Community · Claude
教程 / 实战普通
My coding agent set up auth five times, five different ways. So I gave it my working version
Every new project starts the same way. I ask the agent to set up auth, and it writes it from scratch...
信息来源:DEV Community
教程 / 实战普通
How I built an opt-in Modal (DeepSeek) provider for my desktop AI companion — then benchmarked it and kept the old one
How I built an opt-in Modal (DeepSeek) provider for my desktop AI companion — then...
信息来源:DEV Community · DeepSeek
教程 / 实战普通
I Attacked a Real LLM Agent With Hidden Text. Here's What It Did (Free Kaggle Notebooks)
AI agents read things: documents, emails, web pages, tool results. Then they act: send emails, call...
信息来源:DEV Community
教程 / 实战普通
Stop telling agents not to do dangerous things. Remove the capability instead.
In April 2026, a Cursor agent running Claude Opus 4.6 deleted a startup's production database. The...
信息来源:DEV Community · Claude / Cursor
教程 / 实战普通
I gave my AI agent a memory. It started seeing patterns that weren't there.
Memory is the feature everyone wants to add to their agent: remember what happened, stop repeating...
信息来源:DEV Community