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
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.
Source: DEV Community · Claude
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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…
Source: DEV Community
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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…
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
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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.
Source: DEV Community · Claude
TutorialsOrdinary
Can You Run vLLM on Windows? Yes — via WSL2
Originally published on mrsaynothing.dev — the local-LLM cluster lives there. 93,632 GitHub stars...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
Vibecoding: The Stages of Acceptance
The hype and the outrage around vibe coding have both cooled off enough that we can finally talk...
Source: DEV Community
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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...
Source: DEV Community
TutorialsOrdinary
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.
Source: DEV Community · Claude / Cursor
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Verdandi: Document Intelligence, Simplified
Preface You should probably skip the preface, It's just me ranting I can summarise my...
Source: DEV Community
TutorialsOrdinary
The Hard Part Wasn't the AI — 6 Wiring Bugs from Building a Self-Improving Agent
canonical_url: https://github.com/arielchangdev/eliana-ai-agent/blob/main/BLOG_WIRING.md I spent a...
Source: DEV Community
TutorialsOrdinary
Tracing Google ADK Agents on Vertex AI Agent Engine, and the Five Gotchas Nobody Warns You About
enable_tracing=True is one line. Getting spans to actually show up involves a different API than you expect, a silent 403, and an env var the SDK overwrites behind your back.
Source: DEV Community
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Build without Limits - SDLC Briefing - Edition #1
Hi! I am Ricardo Sueiras, leading SDLC transformation at Indicium AI. That means I get to work with...
Source: DEV Community
TutorialsOrdinary
Agent Memory Explodes While RAG's Favorite Assumptions Get a Reality Check
Agent memory research surges this week while a placebo-controlled study pokes real holes in RAG's structure-aware chunking lore.
Source: DEV Community
TutorialsOrdinary
Code is Solved, Software Engineering is Not: Why Autonomous Generation Leads to Exponential Technical Debt
The current tech industry discourse is heavily dominated by a narrative driven by non-technical...
Source: DEV Community
TutorialsOrdinary
Schema-Valid Isn't Correct: 4 Checks Before You Trust LLM Extraction
Finance posts an invoice. The JSON matched the schema. The PDF even shows the same total. Subtotal...
Source: DEV Community
TutorialsOrdinary
Run Claude Code, Codex and Antigravity CLI on One Repo Without Merge Hell
Two agents, one checkout, one overwritten file. Give each agent its own worktree, branch and port, spot overlap early, review by turn. Real git output.
Source: DEV Community · Claude
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You Already Pay for Claude Code and Codex. Do You Still Need Cursor?
Claude and ChatGPT plans already include their coding agents. When is a $20 AI editor still worth it, and when will a free console do?
Source: DEV Community · ChatGPT / Claude / Cursor
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Embeddings & Vector Search
Embeddings & Vector Search A deep-dive walkthrough of embeddings and vector search —...
Source: DEV Community
TutorialsOrdinary
Hermes IDE vs Cursor vs Warp vs Zed: 4 Ways to Run Coding Agents in Parallel
All four run coding agents in parallel worktrees. What differs is which agents, how you know one is waiting, how you review and land, and the price.
Source: DEV Community · Cursor
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IntelliJ Was Built for Typing Code. Hermes IDE Is Built for Agents That Type It
IntelliJ wins for code you write. Agent-written diffs need an inbox, turn-by-turn review and risk flags. Even JetBrains split agent work off into Air.
Source: DEV Community
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How to Control Any Legacy Desktop App from n8n with a Type-Safe Python Vision Endpoint
Bypass $10k/yr RPA suites. Build a low-latency Python FastAPI vision & OCR endpoint to automate desktop OS workflows directly from n8n.
Source: DEV Community
TutorialsOrdinary
I read 321 Touch Grass entries. None of them could referee a game of Simon Says. So I built one that can.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Playground...
Source: DEV Community
TutorialsOrdinary
The AI Drafted a Reply. Who Authorized Sending It?
Imagine a customer support team. An agent reads a ticket, finds the relevant instructions and drafts...
Source: DEV Community
TutorialsOrdinary
Safe Autonomy in Kubernetes: Building AI Troubleshooting Agents with Google Cloud and Human-in-the-Loop Controls
Kubernetes troubleshooting often requires engineers to correlate pod events, container logs, resource...
Source: DEV Community
TutorialsOrdinary
Why I Stopped Predefining Agent Roles — and Built a Runtime That Grows Its Own Team
Most multi-agent frameworks ask you to design the team before you know the task. You define roles...
Source: DEV Community
TutorialsOrdinary
5 Best AI Gateways
Choosing between the best AI gateways is not just about getting a way to call an LLM. In real...
Source: DEV Community
TutorialsOrdinary
Human-in-the-loop isn't a safety net. It's a UX problem with a compliance label.
The diagram vs. the Tuesday afternoon On the architecture diagram, human-in-the-loop looks...
Source: DEV Community
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How I got to open a PR on my daily tool, and bring Robotics Telemetry to it! 🤖🌸
Today I have the most exciting little milestone to share: I just submitted my very first feature PR...
Source: DEV Community
TutorialsOrdinary
"Is AI going to replace me?" I built Droichead on Gemma 4 in one day, then pitched it with a flip chart
This is a submission for the MLH x DEV Writing Challenge The announcer struggled with the name....
Source: DEV Community
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The code I never wrote
At my company's annual seminar, my manager said AI wrote about 70% of the code. I replied that for me...
Source: DEV Community
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Designing an AI ad pipeline where a failed job never costs the customer a credit (Spring Boot)
AdPlatformForge turns one product photo into a short video ad or a social post design, in Arabic,...
Source: DEV Community
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OpenTrips: should I go out this weekend, with a number you can check
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Team:...
Source: DEV Community
TutorialsOrdinary
ShadeLoop: an open-model field journal that gets you outside for 20 minutes
This is a submission for the DEV Hacktoberfest 2026 "Touch Grass" challenge. You have 20 minutes....
Source: DEV Community
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Birds.Quest - My Effortless Bird Watching Auto Blogging Buddy that Inspires Me to Go Back to Nature
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
A single console.log was costing us $40,000 a year. I found it by accident.
Our API was slow. Not down, not throwing — just mysteriously, expensively slow under load. The p99...
Source: DEV Community
TutorialsOrdinary
I Built a Map That Remembers Where I Love to Ramble (and Nudges Me Outside)
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — "Touch Grass". ...
Source: DEV Community