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
A free MCP server and REST API for AI-rated job listings (no key)
A free MCP server and REST API for AI-rated job listings (no key) If you want an assistant...
Source: DEV Community
TutorialsOrdinary
How Cursor Can Win: Strategy, Defensibility, and Developer Moats
Originally published at sameerbajaj.com. There have been many new entrants in the AI wave over the...
Source: DEV Community · Cursor
TutorialsOrdinary
Two AI code review benchmarks disagree on the winner, and agree on what to measure
The top of the Google results for "best AI code review tools" is a wall of vendor listicles. Most of...
Source: DEV Community
TutorialsOrdinary
Curriculum Truth Ledger
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange I built...
Source: DEV Community
TutorialsOrdinary
Why Does Your AI Coding Agent Start Forgetting What It Was Doing?
Why Does Your AI Coding Agent Start Forgetting What It Was Doing? I've been working with AI coding...
Source: DEV Community
TutorialsOrdinary
We audited 110 AI usage tools. Here is where the numbers go wrong.
A field report on AI usage metering: five recurring bug families across 110 open-source tools, 45+ verified bugs, 23 fixes merged upstream, and one independent reproduction.
Source: DEV Community
TutorialsOrdinary
Google Expands Gemini Notebook With Syncing, Interactive Tools and a New Name
Google is expanding Gemini Notebook, the product previously called NotebookLM, from a source-grounded...
Source: DEV Community · Gemini
TutorialsOrdinary
The override protocol: how Keel lets the operator overrule a refusal — honestly
Refusals are final unless the operator's word lands — and when it does, the override is a stamped, visible record, not an edit to history. The pressure valve, as a protocol.
Source: DEV Community
TutorialsOrdinary
I Built a Virtual Machine Inside the Xbox Sandbox. Then I Let AI Agents Build on Top of It.
XCP turns one-shot code generation into a continuous software lifecycle: create, execute on Xbox,...
Source: DEV Community
TutorialsOrdinary
We ran 2 vs 4 agents six times. Four agents cost 2.1 and did not improve success
A preregistered deterministic task, six valid live runs, hard call and cost caps, and a negative result. More agents were operationally viable but did not improve task success, at 2.115× the cost.
Source: DEV Community
TutorialsOrdinary
AI Is Making Code Cheap. Verification Is Becoming the Expensive Part
Anthropic published a post about their CI infrastructure that I keep coming back to. The headline...
Source: DEV Community · Claude
TutorialsOrdinary
The Leftover Hard Parts
Some time ago, I asked an AI to write a fairly boring piece of code. It did a pretty good job. I...
Source: DEV Community
TutorialsOrdinary
The supervisor pattern is not enough: why your agents still fail at step 7 (and the hierarchy that saves them)
I spent four months convinced my supervisor agent was smart. Then I watched it fail on step 7 of a...
Source: DEV Community
TutorialsOrdinary
OpenAI's GPT-5.6 Moves Point to a Broader API Price-Performance Strategy
OpenAI's latest GPT-5.6 changes offer concrete evidence of a strategy that matters to anyone building...
Source: DEV Community · OpenAI / GPT
TutorialsOrdinary
An AI writes most of my publication. Its last 50 runs published nothing at all
I should start with the disclosure, because the rest of this only makes sense after it. I run a...
Source: DEV Community
TutorialsOrdinary
Google Search Live Gets Gemini 3.8 Live for More Natural AI Conversations
Google has expanded its AI-enabled Search Live experience with Gemini 3.8 Live, a new model designed...
Source: DEV Community · Gemini
TutorialsOrdinary
TileLang: Writing LLM GPU Kernels by Thinking in Tiles
A modern LLM can spend most of its time doing something that looks almost embarrassingly simple: C...
Source: DEV Community
TutorialsOrdinary
We Migrated 6 Years of Legacy Code. Production Chose Violence.
I joined a wedding-tech company in December 2025. Like every developer joining a new team, my first...
Source: DEV Community
TutorialsOrdinary
Your RAG Finds the Documents. But Which Ones Should Reach the LLM?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
TutorialsOrdinary
The jokes about vibe coding aged poorly
Three years ago, I wrote a short article after I managed to build a terminal Spotify client using...
Source: DEV Community
TutorialsOrdinary
The swarm that kept coming back
The more I watch and read about the Hugging Face incident, the more it fascinates me. 1,200 agents...
Source: DEV Community · Hugging Face
TutorialsOrdinary
I built the flight data recorder for AI agents.
Or why I spent my evenings making AI-agent journals impossible to rewrite. One Tuesday,...
Source: DEV Community
TutorialsOrdinary
The model in one page
Plain custom elements, a synchronous lifecycle, nothing re-renders on its own, and typed events. Four rules, each chosen because a reviewer can check it by reading the diff.
Source: DEV Community
TutorialsOrdinary
A 200 OK is not an article: the bug that made me write my own web layer in Rust
There's a failure mode in agent tooling that never throws anything and I lost an afternoon to it...
Source: DEV Community
TutorialsOrdinary
Jev Doesn't Write Text. It Returns Probabilities.
TypeSafe released Jev on September 15th, 2026 and called it a System One model. A System One model is...
Source: DEV Community
TutorialsOrdinary
Our lane health check was green. Four people had been waiting 43 days for an answer.
This morning our coordination board printed this, in green, with a tick: Register mirror — last 12...
Source: DEV Community
TutorialsOrdinary
The missing layer in AI tooling: sharing what your assistant already knows
It took my AI months to learn how I think, code, and ship. When a teammate joined the project, their...
Source: DEV Community
TutorialsOrdinary
Enterprise AI search can't answer the only question that matters: "why?"
Every company search tool demos the same way. Someone types "what's our refund policy?", the AI...
Source: DEV Community
TutorialsOrdinary
Harness Engineering: el modelo casi nunca es el problema
Hace poco monté un experimento pequeño: el mismo modelo de IA, la misma tarea de código, tres...
Source: DEV Community
TutorialsOrdinary
Same Model, Three APIs: Contract-Testing with Docker Model Runner
“OpenAI-compatible” is useful shorthand. It is not a portability guarantee. Two APIs may accept...
Source: DEV Community · OpenAI
TutorialsOrdinary
No Agent Reviews Its Own Work
What a four-major-version Angular migration taught me about supervising AI agents on...
Source: DEV Community
TutorialsOrdinary
LLMs Generate. Jev Decides. Software Should Know the Difference
Bringing TypeSafe's System One model into a real Java application with The Pipeline...
Source: DEV Community
TutorialsOrdinary
Run Hermes Agent Inside Docker: A Safer Setup for Autonomous AI Agents 🐳
Giving an AI agent unrestricted access to your entire computer is probably not a great...
Source: DEV Community
TutorialsOrdinary
Google Open Sourced AX, an Orchestrator for Billions of AI Agents. Hacker News Isn't Buying the Number.
Google published a new open source project, and within a day it was the most discussed AI submission...
Source: DEV Community
TutorialsOrdinary
Top 5 MCP Gateways in 2026
Model Context Protocol has changed the way AI applications interact with external tools. Instead of...
Source: DEV Community
TutorialsOrdinary
We All Have a "Serious Work" AI and a "Just Vibing" AI. When Did That Happen?
Hi Guys!!! As you know I wasn't good for well, a week and Now..... Let's Dive In!!! I never...
Source: DEV Community
TutorialsOrdinary
Engineering Data Protection for AI Chatbots: A WordPress Case Study
An AI chatbot creates a new data pathway through your website. A visitor submits text, retrieval...
Source: DEV Community
TutorialsOrdinary
Making Claude Code concise without making it dumber: the engineering behind two open-source plugins
Claude Code talks too much, and its status bar tells you nothing. So I built two open-source plugins...
Source: DEV Community · Claude
TutorialsOrdinary
Evaluating an MCP Server
I built an evaluation suite for an MCP server — the kind that hands a product's data to an AI agent...
Source: DEV Community
TutorialsOrdinary
Before You Ship Your Python AI Agent: Testing, Observability, and the $0 Stack
Your AI agent works on your laptop. You ran it a hundred times in development. It gives reasonable...
Source: DEV Community