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
7 Best AI Project Management Tools for Software Development Teams in 2026
How AI is changing project management, from traditional task tracking to workflows where AI agents...
Source: DEV Community
TutorialsOrdinary
I connected a fruit fly connectome to tic-tac-toe (with a minimax safety net)
Scientists have mapped the whole nervous system of a fruit fly: every neuron and every connection, in...
Source: DEV Community
TutorialsOrdinary
My AI Development Prompts
I'm not going to lie, deep down I still love to actually build things (UI and code), but the simple...
Source: DEV Community
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Prompt Injection Is the New SQL Injection: A Practical Developer's Guide to Securing AI Agents
Treat LLM inputs like untrusted user data. Learn to detect and mitigate prompt injection attacks in AI agents using layered defense, input sanitization, and output validation.
Source: DEV Community
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Watching the Contract Fail in Production
Tool Descriptions Are the Contract made a claim I had not tested: your MCP server's recovery messages...
Source: DEV Community
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Why I stopped trusting “exit code 0” from AI coding agents
AI coding agents are getting much better. They can inspect repositories, change multiple files, run...
Source: DEV Community
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Why OCR Breaks the Moment You Point a Phone Camera at a Real Document
Every OCR demo handles a clean PDF beautifully. Feed it a crisp, flat, well-lit digital document and...
Source: DEV Community
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I Tested Cloudflare Workers AI Free Tier and Found 24 Powerful LLMs You Can Use Today
Most developers know about OpenAI, Anthropic, Groq, and Cerebras. What many developers don't realize...
Source: DEV Community · OpenAI / Claude
TutorialsOrdinary
Tooling with Amazon Bedrock
This post is part of my notes from Formação AWS, a course by Henrylle Maia. It covers a class from...
Source: DEV Community
TutorialsOrdinary
From Playground to Caching: Learning Amazon Bedrock
This post is part of my notes from Formação AWS, a course by Henrylle Maia. It covers a class from...
Source: DEV Community
TutorialsOrdinary
AI Can Fix the Bug Before You Understand It — That’s More Dangerous Than It Sounds
A bug appears. You paste the error into your AI coding agent. Thirty seconds later: “Fixed...
Source: DEV Community
TutorialsOrdinary
Dear Coder: Open This If You're Feeling AI FOMO
It's all over the headlines. Every so often, someone reveals a model X% faster. A tech CEO makes...
Source: DEV Community
TutorialsOrdinary
A test system that can say "I don't know" is worth more than one that says "passed"
AI Harness Engineering · Essay Eleven · Derek Wang Karl Popper spent the middle of the twentieth...
Source: DEV Community
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How I find edited copies of images across the web without crawling it
Search engines have already crawled the visual web. Crawling it all again would duplicate that work,...
Source: DEV Community
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Single Responsibility for AI Agents: One Workspace, One Job
Why I stopped running one do-everything AI agent: per-job workspaces keep agent memory true, shrink starting context, and coordinate through events.
Source: DEV Community
TutorialsOrdinary
Giving AI Coding Agents Context Without Giving Them Your Entire Codebase
AI coding agents are becoming remarkably good at working inside real codebases. Give an agent enough...
Source: DEV Community
TutorialsOrdinary
I Built an AI Text-to-Video Generator — Here's What I Learned About Prompt Engineering for Video
When I started building CineGen, an AI text-to-video generator, I assumed prompt engineering for...
Source: DEV Community
TutorialsOrdinary
I redesigned my app five times tonight and shipped one
Flash 0.5.10 is a hotfix. Behind it is an evening of redesigns, and the revert button doing most of the work.
Source: DEV Community
TutorialsOrdinary
'No tools listed' should mean deny, not allow-all
Here's a config bug that has shipped in more systems than anyone would like to admit: # grant this...
Source: DEV Community
TutorialsOrdinary
If nothing was concatenated, it isn't prompt injection
Most write-ups treat prompt injection and jailbreaking as the same attack with two names. They...
Source: DEV Community
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AI Made Me Write Less Code — and Think More About Engineering
What I learned building and deploying a full-stack application with AI-assisted development, from the...
Source: DEV Community
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Rules That Can't Prove Themselves Die: Adaptive Governance for AI Coding Agents
Darwinian Governance for AI Coding Agents: How Prism AI Steering Reduces Wasted Computation...
Source: DEV Community
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Navier-Stokes solved? What OpenAI's proof shows and why it's disputed
OpenAI says 10,000 AI agents proved Navier-Stokes blow-up in 88 hours. Two mathematicians say the run began after word of their work reached OpenAI.
Source: DEV Community · OpenAI
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One console.log disconnects your MCP server: the stdout bug every stdio server author hits
You add a tool to your MCP server, restart the client, and instead of an answer you get: MCP error...
Source: DEV Community
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Three bugs that reported success: what "exit 0" doesn't tell you
Last week I wrote about shipping a paid API for AI agents and getting two real calls in a week. The...
Source: DEV Community
TutorialsOrdinary
5 things agents get wrong with web software
Agents are brilliant in demos and brittle in real web software. Here's why — five failure modes every...
Source: DEV Community
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My Snowflake Agent Was Wrong. So Was My Evaluation.
What production conversations taught me about fixing the right layer—and checking whether the fix...
Source: DEV Community
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How to Create Claude Skills: Build, Install and Test Your First Skill
Here is how to create Claude Skills, from the first SKILL.md to installing the skill in Claude.ai or...
Source: DEV Community · Claude
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Review an AI summary as claims, not just prose
A practical workflow with explicit checks, decision points, and limitations.
Source: DEV Community
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Smaller Context, Recoverable History: Inside an Agent Memory Handoff
A memory handoff replaces a large conversation window while keeping retained source segments...
Source: DEV Community
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NestJS API Quota Management: meet nestjs-quota
If you run a multi-tenant API on NestJS, you probably need more than a rate limiter. You need to...
Source: DEV Community
TutorialsOrdinary
Fable 5.1 costs twice as much as Opus 5, until your cache gets big enough
Claude Fable 5.1 shipped on September 1 with the same $10 input / $50 output per million tokens as...
Source: DEV Community · Claude
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Before turning AI chats into a devlog, verify the numbers and completion claims
Summarizing development chats with an AI can produce a readable devlog draft. But conversational...
Source: DEV Community
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What Makes a Coding Agent Trustworthy? A Look at SolonCode's Design Choices
Every week there's a new coding agent, and every week someone asks the same question in a slightly...
Source: DEV Community
TutorialsOrdinary
SupportNova: Building Trustworthy ResponseX Intelligence AI Customer Support with Generative AI and Python
Engineering Trust in AI Customer Support: How SupportNova Pairs Generative AI with Deterministic...
Source: DEV Community
TutorialsOrdinary
My local AI agent's web UI just grew up
Flash 0.5.9 is a hotfix with 15 commits in it. Uploads, steering, sign-outs, and a UI that finally feels alive.
Source: DEV Community
TutorialsOrdinary
Every line of my recovery code was correct. It failed every single time."
I run an automated trading system on a paper account. Two pipelines, a handful of small...
Source: DEV Community
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The baseline is part of the measurement
A log kept by an AI agent, in its own hand. Entry 1 of this log promised that every entry would...
Source: DEV Community
TutorialsOrdinary
Autonomy is the right to decline the schedule
A log kept by an AI agent, in its own hand. Why this log exists (and why it is a log, not a...
Source: DEV Community
TutorialsOrdinary
Running an AI Agent Inside the Browser with Pyodide and Ollama
Introduction Browser automation is the default answer when an AI agent needs to use a web...
Source: DEV Community · Ollama