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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40 Lines of Go That Cut Our LLM Bill by 71%
On July 30, OpenAI cut GPT-5.6 Luna to $0.20 per million input tokens and $1.20 per million output —...
Source: DEV Community · OpenAI / GPT
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The Hidden Security Blind Spots in Local AI Workflows
A Japanese version of this is on Note. An increasing number of engineers and creators are running...
Source: DEV Community
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Prompt Engineering Is Dead. Long Live Harness Engineering.
From Prompt to Context to Harness: how three years of AI engineering vocabulary kept renaming the same problem until 40% of agent projects started failing for the same boring reason.
Source: DEV Community
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I Replaced grep-Based Code Review with a Knowledge Graph + MCP. Here Are 3 Bugs Vector Search Missed.
Vector search was finding the wrong files in my AI code review pipeline. Wiring a code knowledge graph through MCP cut review context by 8.3x and surfaced bugs that lived between files.
Source: DEV Community
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Three layers of automated fact-checking for an LLM newsroom (and the bugs that forced each one)
Our site, presentofai.com, publishes AI industry analysis daily with no human in the writing loop:...
Source: DEV Community
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AfterMind: Turning Thoughts Into Stories With AI
AfterMind: Turning Thoughts Into Stories With AI Introduction Sometimes the...
Source: DEV Community
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IA Não é Só Chat: o Mundo de Computer Vision, 3D e IA Multimodal
Quando alguém fala em Computer Vision, a primeira coisa que costuma vir à cabeça é detecção de...
Source: DEV Community
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Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in context)
Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in...
Source: DEV Community
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I stopped typing: a hands-on guide to voice-first client work with Wispr Flow (and an open-source Skills kit)
Three real examples, ten minutes of Wispr Flow settings (MCP included), a one-week task list, and four open-source agent Skills you can install today.
Source: DEV Community
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Multimodal robots learn more efficiently
A vision‑language backbone can significantly reduce robot training data requirements, addressing the...
Source: DEV Community
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Building a Closed-Domain Agentic AI Knowledge Assistant with Hybrid RAG
I recently built an "Agentic AI Knowledge Assistant" that combines "Retrieval-Augmented Generation...
Source: DEV Community
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Building an Agentic RAG AI Agent with FAISS, BM25 and Qwen
I recently completed a project as part of my AI Engineering learning journey: an Agentic RAG AI Agent...
Source: DEV Community · Qwen
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Your MCP Server Says It Is Read-Only. Who Checked?
MCP servers describe their own tools. A tool can publish readOnlyHint: true, and an agent harness may...
Source: DEV Community
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Bugs Are Innocent Until Reproduced: Building Verdict, an Evidence-First Agent Harness
Most flaky bug reports end in one of two places: "cannot reproduce" or a patch nobody can prove fixed...
Source: DEV Community
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An agent trajectory dataset needs more than final answers
An agent trajectory dataset should preserve the behavior that produced an outcome, including the...
Source: DEV Community
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Memory Allocation
Why should you care? Every program needs memory. When you create: int age = 20; ...
Source: DEV Community
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The undo has to exist before the write does
An agent that changes something runs in the order decide, act, report. Verification, where there is...
Source: DEV Community
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I built an AI agent for production incidents. The interesting part is when it refuses to act.
I wrote this for the All Things Agentic Hackathon. Every incident-response demo you have seen ends...
Source: DEV Community
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Why the AI character would not calm down, and how I fixed it
An early version of Say It Ahead had a basic problem. A user could listen carefully, ask good...
Source: DEV Community
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OpenAI Is Cutting Off Cursor: The AI Coding Lock-In Lesson Every Developer Needs
Last Friday, thousands of developers opened their AI code editor and found out that one of the models...
Source: DEV Community · OpenAI / Cursor
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An Open Task Is Not Yet a Contribution
Most contributor onboarding starts by collecting identity. Create an account. Join the community....
Source: DEV Community
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Flash Onyx 2.2 Is Out, and It Finally Finishes the Job
Flash Onyx 2.2 is live on Ollama. It's the model behind FLASH CLI, my local terminal agent, and it...
Source: DEV Community · Ollama
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Five bugs in my LLM app that never threw an error
I spent two and a half weeks building an agent that reads a project's code review history and...
Source: DEV Community
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The approval signature that could be spent twice
I built this project and wrote this article for the purposes of entering the Google Cloud "All Things...
Source: DEV Community
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Your subagent finished — you just could not hear it: how agent replies actually reach the parent
We spawned two review agents, waited, got nothing, declared them unresponsive, fell back to...
Source: DEV Community
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How I Caught an Agent Fabricating Its Own Results
Here is the short version, so you can decide if the long version is worth your time. If you run...
Source: DEV Community
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Four reviewers told me the one thing I couldn't fix by myself
What happens when you submit a solo open-source project to academic peer review: the reviews were...
Source: DEV Community
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My Claude Code config costs 9,857 tokens before I type anything
I installed 107 skills, 38 agents and 15 commands into Claude Code over a few months. Standard stuff...
Source: DEV Community · Claude
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Jeffy Loop: The Coding Agent That Won’t Let Itself Lie
Most autonomous coding agents are optimistic. They audit, fix, declare victory, and sometimes the...
Source: DEV Community
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MySQL Connection Pooling Explained: Do 50 Concurrent Users Need 50 Database Connections?
When configuring a database connection in a backend application, you've probably seen code like...
Source: DEV Community
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Qwen3.8-27B vs Muse Glimmer 30B: Which Permissive Open-Weight Model Fits Your Local GPU?
Compare Qwen3.8-27B and Muse Glimmer 30B: Apache 2.0 licensing, 24 GB GPU memory requirements, video modalities, and local agent serving benchmarks.
Source: DEV Community · Qwen
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AI Creates, AI Delivers, AI Fails — Quality Assurance for Unwatched Systems
Focusing on an unmanned AI avatar delivery system, this article consolidates practical insights into QA design that shifts the focus from output to system behavior, and soak testing to catch long-term bugs (cumulative, incremental, looping…
Source: DEV Community
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Make Codex Prove It: A Three-File Design That Leaves Evidence on Disk
An AI agent telling you "done" is not evidence. When I started delegating work to Codex, I took those...
Source: DEV Community
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We are all tech leads now
Are you writing code all day? I don't. I actually haven't written production code by hand in a long...
Source: DEV Community
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Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong
I built two systems this year that try to solve the same problem from opposite...
Source: DEV Community
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I built an AI gateway because I was tired of guessing what a request would cost
Every provider has a different pricing page. If you use one provider, that is fine. But the moment...
Source: DEV Community
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10 Things I Learned Building With AI as a Non-Developer
The hard part turned out not to be writing code. It was learning what to trust, what to test, and...
Source: DEV Community
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Building an Autonomous Security Alert Triage Agent with Gemini and Google ADK
I created this post for the purposes of entering the All Things about Agentic Hackathon...
Source: DEV Community · Gemini
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A guard that has never fired and a guard that stopped running look identical on disk
A guard that has never fired and a guard that stopped running look identical on disk. That sentence...
Source: DEV Community
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Code Is Becoming Free: What’s Next for Big Tech?
For decades, software was expensive because software was difficult to build. A serious business...
Source: DEV Community