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
Why Your AI Agent Gets Blocked and Your Chrome Doesn't
Two months ago I gave an agent a simple job: log into a vendor portal, download last month's invoice...
Source: DEV Community
TutorialsOrdinary
Sampling rate is a correctness property, not a performance knob
In 1997 a Pokémon episode aired in Japan with a four-second red-and-blue strobe. 685 children went to...
Source: DEV Community
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Tired of Explaining Code You Didn't Even Write? Let LLMs Do It.
We've all been there. A teammate walks over (or pings you on Slack) with a massive chunk of...
Source: DEV Community
TutorialsOrdinary
Supercharge Git Flow: Zsh Shortcuts, Automated SemVer & Claude Code Integration
While Git Flow (specifically the AVH edition) remains a solid branching model for managing releases...
Source: DEV Community · Claude
TutorialsOrdinary
MCP tools are model-elective. Hooks aren't. That distinction turned out to matter more than I expected.
An MCP server can expose the perfect tool and the model can simply not call it. Nothing is wrong,...
Source: DEV Community
TutorialsOrdinary
A reader calibrated the guard's threshold. The next reader found the heartbeat's blind spot.
Title: A reader calibrated the guard's threshold. The next reader found the heartbeat's blind...
Source: DEV Community
TutorialsOrdinary
Sustainable Resource Management Protocol for Multi-Agent Systems (AI Safety Specification)
0. Introduction Long before the emergence of autonomous machines, humanity began imagining...
Source: DEV Community
TutorialsOrdinary
Macula - An Ecosystem for Mesh-native Computing
Macula is a mesh network for services and applications, built on Erlang/OTP: a node dials out over...
Source: DEV Community
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Pixel Patrol: a GDPR watchdog whose main job is staying quiet
I built Pixel Patrol for the All Things Agentic hackathon, and this post is part of that submission....
Source: DEV Community
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Well-Architected Framework Relied On Knowing The Call Graph. But Agents Are Not As Predictable.
For over a decade, we religiously used the well architected framework (WAF) in design reviews....
Source: DEV Community
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Why I Stopped Using Vector RAG for Coding Agents (And Used Git Markdown Instead)
If you use Cursor, Claude Code, or Windsurf daily, you’ve probably hit this wall: You spend 45...
Source: DEV Community · Claude / Cursor
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Running Coding Agents in Parallel with Git Worktrees
One repo, one PC, several agents working at once - and the merge step is just git.
Source: DEV Community
TutorialsOrdinary
Four spec standards, one baseline, two different decisions
Four spec-driven development standards rewritten on the same baseline, and why two side projects ended up on two different ones.
Source: DEV Community
TutorialsOrdinary
Decoupling from the Data POV: Stop-and-Start Boundaries, Independent Pointers, and Why Your Code (and AI) Need It
Why software decoupling is really about the physics of data, independent memory pointers, and stop-and-start boundaries—and how turning your codebase into a 2ms SQLite AST changes the game for humans and AI agents.
Source: DEV Community
TutorialsOrdinary
How I Used an Uncensored Local LLM for Adversarial QA on My macOS App
When you build a security app as a solo developer, the hardest engineering problem isn't writing the...
Source: DEV Community
TutorialsOrdinary
I fixed the catalog sync bug I said I'd fix
A follow-up: the 'fushi' catalog tool's public page finally reads live updates from the owner's editing tool, with a draft/publish flag and cross-tab sync.
Source: DEV Community
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Native CORS support on GKE Gateway: Offloading cross-origin policy management to infrastructure
Offload cross-origin preflight handling and header injection to Google Cloud Load Balancing with native CORS support on GKE Gateway.
Source: DEV Community
TutorialsOrdinary
Tell Me About You
After sixty-seven published posts here, the comments have become one of the best parts of the work....
Source: DEV Community
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The guardrails that matter are code, not prompts
I built an agent that coordinates eldercare for my mother in India, and the interesting part was not...
Source: DEV Community
TutorialsOrdinary
I Added a Fourth Model Mid-Run. It Changed What My Field Test Could Prove.
Latest release: v0.2.2 — Aug 29, 2026 I did something I usually try hard not to do in a field...
Source: DEV Community
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Verifying $0.05 USDC Payments On-Chain in 40 Lines of Python — No Stripe, No SDK, No KYC
Last week I wrote about the French voiceover API that only accepts payment from robots. Today: the...
Source: DEV Community
TutorialsOrdinary
My agents had their own branches. They did not have their own time.
I built a code factory where a manager agent delegates a real backlog to engineers in isolated workspaces. Three things about it were wrong, and only the log said so.
Source: DEV Community
TutorialsOrdinary
Four bugs in one paragraph: what I learned building an autonomous loop that chases people who don't answer
I built CrisisMesh for the All Things Agentic Hackathon, and I created this post for the purposes of...
Source: DEV Community
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Tres capas de contexto para un agente de código, ordenadas por garantía
Tres capas de contexto para un agente de código, ordenadas por garantía Una migración tiró...
Source: DEV Community
TutorialsOrdinary
The Illusion of Autonomy: Why AI Agents Fail When They Stop Asking for Help
Why autonomous LLM agents hallucinate in production and how to implement retrieval-augmented orchestration to enforce human-in-the-loop correctness.
Source: DEV Community
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CPU, GPU, TPU, NPU, DPU, QPU: six chips, one question
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community
TutorialsOrdinary
WebMCP: Give Browser Agents Tools Instead of Buttons
AI agents can already browse a site, find a form, type into it, and click Submit. That works—until...
Source: DEV Community
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🌍Open Source Journey: Exploring Resources for Rullst
Maintaining an open-source project is a demanding journey that requires significant focus. The Claude...
Source: DEV Community · Claude
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The Answer Looked Right. That Was the Problem.
I started building The Verifier because of a slightly uncomfortable thought: What if an AI gives...
Source: DEV Community
TutorialsOrdinary
Building My First RAG System: From Components to Knowledge and Query Pipelines - Part Two
In the last part, we worked up from the foundational problem to the key components of a RAG system....
Source: DEV Community
TutorialsOrdinary
The MCP Vulnerability That Lives Between Servers, Not In One
Most MCP security writeups (including a few of mine) focus on a single server: does this one tool...
Source: DEV Community
TutorialsOrdinary
LatticeDB vs SQLite: I Ran the Graph Traversal Benchmarks. The Gap Is Real but the Fine Print Matters
Last week I needed to give my AI agent a memory that connects facts instead of just listing them. Not...
Source: DEV Community
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Building AutoFix-Agent: Autonomous CI/CD Failure Remediation with TrueForge & Qodo
Building AutoFix-Agent: How I Taught an AI to Fix Broken CI/CD Pipelines in 38...
Source: DEV Community
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What stops your agent shipping garbage?
The tests, in principle. But the agent wrote those too, out of the same understanding of the task, so...
Source: DEV Community
TutorialsOrdinary
ACAI — Adaptive Cognitive AI Architecture
Chapter 1 — Core Foundation 1.1 Objective The first version of ACAI should...
Source: DEV Community
TutorialsOrdinary
Building My First RAG System: Deriving the Architecture from First Principles - Part One
Intro I recently read an article about a VC who uses AI to boost his productivity. He...
Source: DEV Community
TutorialsOrdinary
Standard RAG vs. Agentic RAG: Moving Retrieval From Pipeline Stage to Runtime Decision
The assumption every RAG demo makes Standard RAG assumes the user's question maps onto one...
Source: DEV Community
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The isolation tech behind managed AI sandboxes (gVisor, Firecracker) — worth it locally?
In Part 1, I laid out three options for where to draw the isolation boundary around an AI coding...
Source: DEV Community
TutorialsOrdinary
How I Let Claude Code Resolve 312 Merge Conflicts in One Rebase: 5 Lessons
TL;DR I had a feature branch that drifted five months behind main, and rebasing it...
Source: DEV Community · Claude
TutorialsOrdinary
Engineering Reliability into AI Agent Code Generation. Part III
Part III — Teams of Agents, a Post-Mortem, and the Frontier Part I defined eight failure...
Source: DEV Community