AI Tutorials & Practice
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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AiWatchDog, monitor your agents, increase productivity
I Built an Open Source Watchdog for AI Coding Agents Live demo → https://aiwatchdog.vercel.app/ ·...
Source: DEV Community
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The Photo Frame I Didn't Have Time to Fix
A seven-year-old Raspberry Pi project, a Google API that stopped doing the one thing it needed, and...
Source: DEV Community
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Your LLM Keeps Making the Same Extraction Mistake. Here's How to Make It Learn.
> TL;DR — I open-sourced an AWS sample that makes LLM document extraction learn from human...
Source: DEV Community
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Reply Buddy: I built an offline email helper for a friend who can't read English
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Full disclosure...
Source: DEV Community
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WebMCP: Give AI agents a real API for your Angular app
Most browser agents use a website in the same way we do: they read what is on the screen, find a...
Source: DEV Community
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AI Coding Has Made Project-Switching Way Too Easy
I have a problem. Actually, I have 84 public GitHub repositories. I checked. Eighty-four. And...
Source: DEV Community
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LLM Serving on Kubernetes in 2026: What's Solved and What's Still Open
A field survey of the Kubernetes + LLM inference stack in 2026 — the problems that now have serious...
Source: DEV Community
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OpenAI and Cerebras Confirm 750MW AI Inference Deployment Through 2028
OpenAI and Cerebras have confirmed a multi-year partnership to deploy 750MW of Cerebras wafer-scale...
Source: DEV Community · OpenAI
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What keeps an agent setup true
Notes from about 25 coding-agent tools and published setups and six recent papers. Agents follow what...
Source: DEV Community
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Prove the bug before you fix it
A model handed a bug will hand you back a plausible fix and a green test suite in about a minute. That tells you almost nothing.
Source: DEV Community
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Day 3: The benchmark caught me too.
Kaggle Benchmarking Challenge. Previously: Day 0, the benchmark · Day 1, most of my bugs looked like...
Source: DEV Community
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Samajh — a reader for the letters my mother couldn't read
Samajh — a reader for the letters my mother couldn't read The letter Every few...
Source: DEV Community
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My Server Files Its Own Tickets, Then Waits for My Signature to Heal Itself
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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26 reviewer agents out of 27 approved a test that can never fail again
The software factory assumes agents reviewing agents catches what tests miss. I gave 77 cheating diffs to three reviewer models. They caught every exotic cheat and waved through the assertion that was quietly made unfalsifiable.
Source: DEV Community
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Vector database showroom. Part 1 pgvector — The Station Wagon Already in Your Garage.
Welcome to the Vector Database Showroom — a guided tour through today's most popular vector...
Source: DEV Community
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AI Approved the PR. Nobody Knows Why the Code Works.
Picture this, you open a PR and the AI report is already waiting. Three findings, all minor. You skim...
Source: DEV Community
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Cloudflare Launched Clef. Let's Build a Tiny Decision Gate in TypeScript.
Cloudflare's Clef scores decisions. Build a tiny TypeScript gate that turns scores into act, ask, or skip, with a human boundary for refunds.
Source: DEV Community
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Write Markdown Once, Publish It Everywhere: dev.to, Medium, AWS Builder Center and LinkedIn
Markdown is easy to write and hard to publish. Every destination renders it differently, two have no API, and the failures show up only after you hit Publish. A step by step walk-through of publishing-kit, an agent skill that builds, check…
Source: DEV Community
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Google Says Manual Fact-Checking Is Critical for AI Content Before Publishing
Google has strengthened its guidance for publishers using generative AI, stating that it is critical...
Source: DEV Community
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The BMW manual was off-limits, so I built my friend something better
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
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Meta Muse security: a Mac zero-day and a 6.8 GB filesystem export
Meta Muse security: any local process can redirect the account token, and Muse zipped its own 6.8 GB sandbox on request. Meta's bounty: Not Applicable.
Source: DEV Community
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We Stopped Letting the Model Write JSX
How a support case composer went from "suggest a React snippet" to a declarative catalog with A2UI...
Source: DEV Community
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16,326 Supabase databases are readable by anyone. Here's how to check yours in two minutes
UpGuard Research looked at about 300,000 domains that use Supabase and found 16,326 databases...
Source: DEV Community
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How to soak-test your MCP server before AI agents do it for you
Most MCP servers get tested the same way: connect one client, call a few tools by hand, ship...
Source: DEV Community
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I asked AI to undo its work. One model broke 7 of 12 already-correct records.
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Twelve...
Source: DEV Community
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How to route LLM requests by cost vs. latency
Routing LLM requests by cost and latency means sending each request to the cheapest or fastest model...
Source: DEV Community
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Microsoft MAI Voice Models Arrive in LiveKit for Expressive TTS Agents
Microsoft AI voice models are now available in LiveKit Agents through an official Microsoft AI...
Source: DEV Community
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AI Is Moving Faster Than Our Roadmaps: What Builders Need to Solve Next
A few years ago, building with AI usually meant one thing: send some data to a model, get a...
Source: DEV Community
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Building a Foundry Agent That Queries Fabric Data, On Behalf of the User
A regional sales manager and a sales rep both ask the same Foundry agent the exact same question:...
Source: DEV Community
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I let Muse ship an app on SnoozeStack. Here's the whole thing.
Why I did this I created SnoozeStack — a backend platform with a specific bet: most...
Source: DEV Community
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Microsoft MAI Voice Models Reach OpenRouter With Published Pricing and Access Controls
Microsoft has expanded distribution of its MAI voice models to OpenRouter, adding a cross-platform...
Source: DEV Community
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I Tried to Teach AI Memory What Matters. 10 Experiments Later, Most Clever Ideas Lost
In July I wrote that agents need governed memory: memory with its own lifecycle that decays, gets...
Source: DEV Community
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Your AI Ignores What You Told It 90% of the Time. One Shared Memory Fixes Most of It
You tell Claude Code that you deploy only from the release branch. An hour later you open Cursor, ask...
Source: DEV Community · Claude / Cursor
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Semantic Versioning Is Not Enough for AI Agent Libraries
A library release can preserve every exported TypeScript type and still change what users...
Source: DEV Community
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Observabilidade de Trajetórias Agênticas com OpenTelemetry GenAI
Como rastrear trajetórias de agentes de IA com OpenTelemetry GenAI 2.0, detectar loops infinitos em tempo real e aplicar self-healing em produção.
Source: DEV Community
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How many samples does a false-positive budget need?
Pick a detector, run it over some benign traffic, and choose a threshold. Usually the threshold is an...
Source: DEV Community
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AI app builders and multi-tenant SaaS: the 30% you still write yourself
Written for: developers who built something real with Lovable, Bolt or v0 and are now being asked to...
Source: DEV Community
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Building an AI Keyboard for iOS: What They Don't Tell You About Keyboard Extensions
Building an AI Keyboard for iOS: What They Don't Tell You About Keyboard...
Source: DEV Community
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GGUF VRAM Calculator: Check Before You Download
Model size, quant and context in — weights, KV cache and a per-card verdict out. The GGUF VRAM calculator answers will-it-fit before the download starts.
Source: DEV Community
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They Learned to Code Before Copilot. They're Not Anti-AI. They're Pro-Evidence.
In July 2025, METR published a study that nobody in a boardroom wanted to read. They took 16...
Source: DEV Community