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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TutorialsOrdinary
The Fenced Block Principle
The problem: code that reads well but means something else If you vibe code — or supervise...
Source: DEV Community
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Last week in Agent Security Update 3: That's not Aoki!
An apology to start off with! I was too busy having fun in Sydney last week hacking with customers,...
Source: DEV Community
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A bunch of Vibe Coding idiosyncrasies to beginners
Do you know vibe coding? Before you answer, please open 20 PRs with AI, get burned at least once,...
Source: DEV Community
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All Nine of My Voice Agents Are One Giant Prompt. Here Is Where That Stops Working.
This week I went through every voice agent config I have exported on disk. Nine client agents: HVAC,...
Source: DEV Community
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Your AI backfill passed the quality check. More than a third of it was wrong.
Glossary Task (Snowflake): a scheduled SQL statement or procedure call. Created...
Source: DEV Community
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I Let an AI Agent Run Parts of My Real Businesses for a Year. Here Are the Receipts.
One year ago, I opened a terminal on a small home server and gave an AI agent its first real...
Source: DEV Community
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The Nx Malware Ran Claude Code With --dangerously-skip-permissions. Could It on Yours?
In 2025 the s1ngularity payload launched Claude Code, Gemini CLI and Amazon Q with approval prompts off. How it worked, and the settings that refuse it.
Source: DEV Community · Claude / Gemini
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Your vision model cannot see a broken layout. Measure the pixels instead.
A vision model said the layout was fine while the footer was missing. How a pixel-level gate replaced it: per-line margins, CDP screenshots and a control that actually fails.
Source: DEV Community
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How I Built a Business Solving Apple's Missing AirTag Feature: AirTag Location History
Originally published on my Substack. This week I launched airtaghistory.com. It keeps the AirTag...
Source: DEV Community
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Expose a React Workflow to AI Agents with WebMCP
A person opens a trip draft and asks an assistant: Prepare my SFO to JFK trip for November 12–15,...
Source: DEV Community
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Beyond Tokens: Can AI Agents Learn to Communicate Through Latent Representations?
Exploring communication efficiency in cooperative artificial intelligence. Introduction:...
Source: DEV Community
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Four models, one job each: what our own logs say about splitting the work
Most people pick one model and ask it to do everything. We stopped doing that months ago, mostly...
Source: DEV Community
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Can This Discount Actually Make Money? Building HustleRadar with Gemma 2 and SerpApi
HustleRadar: A Human-in-the-Loop AI Workspace for Safer Resale Decisions What I...
Source: DEV Community
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The path to AI FDE #01: Anatomy of an LLM app request
I've spent 8+ years building React/TypeScript front ends. Now I'm learning applied AI in public,...
Source: DEV Community
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Developers Won't Benefit Most From AI. Business People Will.
We assumed AI would give developers an unfair advantage. But the people actually winning with AI aren't always the most technical ones.
Source: DEV Community
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PromptShield AI: Zero-Leak Local Redaction & Prompt Hardening Engine for Open-Weight Models
A local-first, zero-telemetry PII and secrets redaction proxy with bidirectional rehydration for open-weight models (Gemma, Llama, Mistral).
Source: DEV Community · Llama / Mistral
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AI Agents Broke Into 100+ Sites at About $50 Each. The Confirmed One Used Old PHP Flaws
Reuters says AI agents run from exposed open-source panels breached 100+ sites at about $50 each. The one break-in NorForge verified used old PHP flaws.
Source: DEV Community
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We tested every small model our camera agent uses on a 4-core CPU. The bigger model lost.
Tool calling, vision, speech to text, text to speech and search, measured on 4 vCPUs with no GPU. The harnesses are open so you can rerun them.
Source: DEV Community
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We Turned a Multi-Agent AI System Into a Pixel-Art Kitchen So Students Can Learn How It Works
Agentic AI is everywhere right now, and for a student just getting started it can look impossible....
Source: DEV Community
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I compared 8 memory layers for AI coding agents, then built a ninth anyway
Every new chat with my coding agent started the same way. Ten minutes of me typing some version of...
Source: DEV Community
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Google Gemini 4 Argon Brings Multi-Agent Blender Workflows to Antigravity
Google has rolled out Gemini 4 Argon, a model positioned for complex, multi-step work across the...
Source: DEV Community · Gemini
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MAI-Transcribe-2 Leads David AI’s 21-Language Speech Recognition Benchmark
Microsoft AI’s MAI-Transcribe-2 achieved the lowest transcription error rate in 18 of 21 languages in...
Source: DEV Community
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How Can Text Inside a Document Hijack an AI Agent?
A user opens an email assistant and asks it to summarise their unread messages. Somewhere in their...
Source: DEV Community
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Your grammar checker uploads every word you type. I built one that never leaves your Mac.
Open the network tab while you use most AI writing tools. Watch what happens as you type an email, a...
Source: DEV Community
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How I built a multi-agent simulator as a native SwiftUI app
I built Sorcerer, a free, open-source macOS app (SwiftUI, macOS 15+, MIT) that simulates a community...
Source: DEV Community
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How to build an AI agent that Investigates Vulnerability Alerts
Day 19 of 30 Days of Search. TL;DR A vulnerability research agent investigates an alert...
Source: DEV Community
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Injection Defense: Seven Notes on Settling Security Debt
Injection Defense: Seven Notes on Settling the Security Debt Source version of CodeSmith:...
Source: DEV Community
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AI Made Coding Faster. Now Teams Are Cutting the Process That Catches Risky Changes
There's a piece of advice I've been seeing a lot lately...reduce friction, protect your engineers'...
Source: DEV Community
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Claude Code's Sandbox Is an npm Package. Run srt Yourself and Watch What It Blocks
Claude Code's /sandbox is built on @anthropic-ai/sandbox-runtime. Install srt, run one probe plain and sandboxed, and see which layer stops each line.
Source: DEV Community · Claude
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Cuadre: turning Panama's paper receipts into a tax-ready spreadsheet, with Gemma on my laptop
A local tool that reads Panamanian receipt photos with Gemma and produces a CSV with the ITBMS sales tax, where the model transcribes and the code calculates.
Source: DEV Community
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Higgsfield AI Image Generator Review 2026: 4 Matcha Images, 2 Credits
One text prompt, four original 1376\u00d7768 stills: Higgsfield charged two credits per image and delivered watermarked PNGs; Kyncept charged one credit per...
Source: DEV Community
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From Never Getting Selected to a 1-in-3 Success Rate: Did AI Help Me Write Better CFPs, or Is AI Selecting Them?
For years, I was involved in developer advocacy. I organised meetups, spoke at many of them, and was...
Source: DEV Community
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Persistent Agent Teams: Recreating the Grok Bot Experience with Herdr, Claude Code and Pi
Persistent agents and agent teams truly caught my attention when I tried Grok Bot. Publicly, Grok...
Source: DEV Community · Claude / Grok
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When AI Agents Test Software, Who Checks the Tester?
AI is becoming capable of doing more than generating test cases. AI agents can help plan test steps,...
Source: DEV Community
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An AI says it played well. Show it the cards, and it says it got lucky.
I build a small site where people play heads-up hold'em against AI models. At the end of every hand...
Source: DEV Community
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I Built LineLoom: A Local-First VS Code Autocomplete Extension — v1.0.0 Is Here
I Built LineLoom: A Local-First VS Code Autocomplete Extension — v1.0.0 Is Here Write...
Source: DEV Community
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The fail-closed gate: a release-gate design story
The fail-closed gate: a release-gate design story Draft — for review. Part 5 of the...
Source: DEV Community
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One Repo, Two Rulebooks: Nested AGENTS.md for Codex, Subfolder CLAUDE.md for Claude Code
Frontend and backend need different agent rules. Set up nested AGENTS.md and CLAUDE.md files, then check which ones Codex and Claude Code really loaded.
Source: DEV Community · Claude
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Your Agent's Gate Threshold Is a Winner's Curse: Tuning Per-Action Thresholds Without Fooling Yourself
Picking the best of 21 gate thresholds on 100 held-out actions overstates EV by 0.12 in a seeded simulation. Why it happens, and three fixes.
Source: DEV Community
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Someone built a programming language to break LLMs. I ran it.
KillSwitch is an esolang designed to be unusable by LLMs: a lying spec, anagram-only function calls, values chosen by dice roll. I built its interpreter, ran every sample program, diffed its two specs (484 lines vs 887,584 words of decoy),…
Source: DEV Community