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
Gemini Function Calling Is Not an Agent Runtime
Gemini function calling makes tool use look simple. You describe a function, provide its input...
Source: DEV Community · Gemini
TutorialsOrdinary
Building a Fleet of 16 Unattended Bank & Payment-Portal Automation Bots
How I replaced manual daily logins across 16 financial portals with a reliable, observable automation...
Source: DEV Community
TutorialsOrdinary
Why My Agent Refused 96 Times Before Getting It Right: Lessons From the New Wave of AI Developer Tools
An analysis of the trust gap in autonomous agent pipelines, exploring how tools like GStack and Orca address compounding error rates in agentic workflows.
Source: DEV Community
TutorialsOrdinary
AI Can Remember Your Code. But Can It Remember Why?
What I learned while building a project-intelligence layer for AI-assisted development. There is...
Source: DEV Community
TutorialsOrdinary
Custody: your agent's memory knows who wrote it, not whether it can be trusted
Written for the All Things Agentic Hackathon: Ready, Set, Agent! Build next-generation agents that...
Source: DEV Community
TutorialsOrdinary
I had to tell Claude to stop writing my code for me
I'm building a BitTorrent client in Rust. Mostly just to actually learn Rust. A couple weeks in, I...
Source: DEV Community · Claude
TutorialsOrdinary
Building an Android TOTP App with an AI Agent: From Scope to v1.0.0.
I recently completed a small native Android TOTP authenticator. It has the following features: It...
Source: DEV Community
TutorialsOrdinary
I was not losing product docs. I was losing the current decision.
I kept blaming my notes. A PRD would start in one place. The user flow would move to a whiteboard....
Source: DEV Community
TutorialsOrdinary
AI can write SVG. Only one route gives you paths you can edit.
A chatbot writes SVG markup blind. An image model gives you pixels. A vector generator gives you paths. What each route actually outputs, and how to check the file before you ship it.
Source: DEV Community
TutorialsOrdinary
re: Couriers, Not Coders (Syntax Isn't The Edge Anymore)
"How many tables did you use?" "One or two...I don't know." A coder said that while demoing a...
Source: DEV Community
TutorialsOrdinary
AI/ML Research Digest — Aug 29, 2026
Efficiency through latent compression and adaptive decoding Latent compression, block‑wise...
Source: DEV Community
TutorialsOrdinary
[ZSX:HX]Localized GEO Detection Protocol v1.0
I. Protocol Overview 1.1 Protocol Positioning This protocol is a...
Source: DEV Community
TutorialsOrdinary
9 Ways Your AI Agent Silently Fails (and How to Catch Each)
Your agent passed its tests. It ran clean in the demo. You shipped it. Two days later it's...
Source: DEV Community
TutorialsOrdinary
Gemini reads the floor plan. Code decides what it means.
I created this post for the purposes of entering the All Things Agentic Hackathon. My wife and I...
Source: DEV Community · Gemini
TutorialsOrdinary
The Gate That Stayed Silent — When a Blocker Count That Drops Reads as Improvement
In the last article, I argued that the safety contract should move out of the LLM critic and into...
Source: DEV Community
TutorialsOrdinary
Prompt Engineering or Cognitive Sparring 🤺
The Model Is the Same. The Intelligence You Extract Isn't. Two people can sit down with...
Source: DEV Community
TutorialsOrdinary
Codex vs Cursor vs Claude Code: Choosing the Right AI Coding Assistant
The developer landscape has shifted dramatically over the past few years. We have moved from simple...
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
AI Agents in the Economy: How Autonomous Software Is Reshaping Markets, Labor, and Productivity in 2026
How autonomous AI agents are reshaping markets, labor, commerce, and productivity in 2026 — the real adoption, ROI, and jobs data behind the hype.
Source: DEV Community
TutorialsOrdinary
Are AI Auto‑Apply Job Tools Actually Helping Anyone Get Hired? I Want Real Stories.
AI job‑application tools are everywhere right now — “auto‑apply to 200 jobs,” “AI‑optimized resume,”...
Source: DEV Community
TutorialsOrdinary
Upgrade .NET, React, and Next.js apps to latest versions with multiple AI Agents
Teaching an AI agent to upgrade .NET, React, and Next.js apps for real — not just talk about...
Source: DEV Community
TutorialsOrdinary
How to Debug a Large Codebase When You Don’t Know Where the Bug Is
How to Debug a Large Codebase When You Don't Know Where the Bug Is Debugging a small...
Source: DEV Community
TutorialsOrdinary
The agent that refuses to guess
I work at a B2B telecom consultancy. I'm not the one auditing the bills, but every month I watch how...
Source: DEV Community
TutorialsOrdinary
Picking Models as a Mac User
After spending the past two weeks redoing all the models around the house, I realized it might make a...
Source: DEV Community
TutorialsOrdinary
Are We Forgetting Software Engineering in the Race Toward AI/ML?
First of all, I warmly welcome everyone out there in the DEV Community. [Completely open for...
Source: DEV Community
TutorialsOrdinary
Your agent's memory needs the word 'no' — and a way to prove nobody edited it
the expensive failure in AI-assisted coding isn't a bad line of code — linters and tests catch those....
Source: DEV Community
TutorialsOrdinary
I Let Grok Bot Apply to Software Engineering Jobs While I Was Sleeping
At midnight, I gave Grok Bot a job. Not a prompt. A job. Find software engineering roles that...
Source: DEV Community · Grok
TutorialsOrdinary
My AI Agent Didn’t Break. Its Tool Did.
I created this piece of content for the purposes of entering the All Things Agentic Hackathon. A...
Source: DEV Community
TutorialsOrdinary
I ran 10,373 mutations through a reversibility gate. Tamper detection caught 600 of 600.
Read this before the numbers below convince you of anything. Every number in this post came out of...
Source: DEV Community
TutorialsOrdinary
Guard Rail AI
Introdução No projeto de hoje vou demonstrar o uso do Guard Rail no contexto de IA. O...
Source: DEV Community
TutorialsOrdinary
Why your agent says it finished when it didn't
I created this article for the purposes of entering the All Things Agentic Hackathon. Ask an agent...
Source: DEV Community
TutorialsOrdinary
I went looking for the reason not to build it
The requirements were done and I hadn't written a line of code. So I spent a day trying to talk myself out of the whole thing.
Source: DEV Community
TutorialsOrdinary
The Phishing Site Tried to Talk to My AI. That Became the Evidence.
I wrote this piece for the purposes of entering Google's All Things Agentic Hackathon (Fortified...
Source: DEV Community
TutorialsOrdinary
Is Vibe Coding similar to Passive Investment?
I have been thinking deeply about what AI means for careers in Software Engineering. We have all...
Source: DEV Community
TutorialsOrdinary
How I Built an AI Dunning Agent That Recovers Failed Payments on Autopilot
I built Dunning for the All Things Agentic Hackathon. This post covers why I made it, how it works...
Source: DEV Community
TutorialsOrdinary
«Laziness is the engine of progress»: How I built an AI bot for electrical inspection
I've been in electrical construction for over 15 years. Started with installation, moved to...
Source: DEV Community
TutorialsOrdinary
Tool Poisoning Isn't Code, It's Text: How MCP Tool Descriptions Smuggle Prompt Injection
Most MCP security writing focuses on what a tool does when it runs: does it exfiltrate data, does it...
Source: DEV Community
TutorialsOrdinary
The Wildcard Scope Problem: Why MCP Configs Default to admin:* Instead of Least Privilege
If you grep your own mcp.json files right now, there's a decent chance you'll find a scope string...
Source: DEV Community
TutorialsOrdinary
RAG Explained Simply: How to Teach AI About Your Private Data
You've probably seen the term RAG everywhere lately — "RAG pipeline," "RAG chatbot," "build your own...
Source: DEV Community
TutorialsOrdinary
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened. The...
Source: DEV Community
TutorialsOrdinary
The Multi-Agent Patterns That Outlived AutoGen
Microsoft's AutoGen entered maintenance mode in October 2025 when its team merged with the Semantic...
Source: DEV Community