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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New Batch Models From DeepSeek, Google, and OpenAI: LLM Pricing Digest
LLM Price Watch Weekly Digest No price changes this week across the five providers we...
Source: DEV Community · OpenAI / DeepSeek
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The port that moved: how an auto-update broke a user's AI agent for three hours
A friend sent me two screenshots. His terminal was full of this: Hook error: POST...
Source: DEV Community
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Caveman Ultra Mode: Make Your Coding Agent Say Less, Not Think Less
How Caveman Ultra Mode compresses coding-agent replies, where it helps most, and how to preserve evidence and judgment when working tersely.
Source: DEV Community
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Stratagems #26: Lena Cut a Branch. The AI Got the Message.
Stratagems #26: Lena Cut a Branch. The AI Got the Message. Punish the branch. Deliver the...
Source: DEV Community
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The patch and the test were wrong in the same direction
A model wrote a patch that could not possibly fix the defect. My test passed it. Neither was careless — both had compressed the same English requirement the same shallow way, so the green checkmark was manufactured by two independent error…
Source: DEV Community
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Your AI Agent Does Not Need RAG. It Needs a Readable Knowledge Base.
An AI agent does not automatically need a custom RAG pipeline to use organizational knowledge. If the corpus is maintained, searchable, structurally readable,…
Source: DEV Community
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Give Claude Code a Knowledge Base It Can Actually Edit
Give Claude Code an editable knowledge base by connecting a narrowly scoped MCP server that exposes structured search, versioned reads, and block level writes.…
Source: DEV Community · Claude
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How DeepMind's WeatherNext Is Changing Cyclone Forecasting
Tropical cyclones are among the deadliest and costliest natural disasters on Earth, responsible for...
Source: DEV Community
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I Gave My Robot-Only API a Real Domain for $0 (and Other Week-One Truths)
Last week I wrote about building a French AI voiceover API that only accepts payment from robots — an...
Source: DEV Community
TutorialsOrdinary
Fortifying Multi-Agent Systems: Zero-Trust Scope Attenuation & Cryptographic HMAC Provenance
I wrote this post for the purposes of entering Google's **All Things Agentic Hackathon* (Track:...
Source: DEV Community
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Building an Autonomous Multi-Tool AI Agent on Google Cloud with Vertex AI
Generative AI applications are rapidly moving beyond single-turn conversational chatbots toward...
Source: DEV Community
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I ripped the color of failure out of my calendar
There's a specific kind of night: you lie down having finished half your list, and the only thing...
Source: DEV Community
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We started writing docs for AI agents, not humans — and made it an open standard
Most developers install our tools through an AI agent now. Watching agents guess at our human docs, we started shipping a machine-first documentation.ai.md — and open-sourced it.
Source: DEV Community
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My bot logged a fresh decision every 5 minutes for over an hour. The price it was deciding on never moved once.
Another one from the same one-person-AI-company setup I've written about before: Claude Code builds...
Source: DEV Community · Claude
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My tests were describing the code, not checking it
Built a .NET invoicing library with Claude Code over about a week. Zero dependencies, VAT and GST...
Source: DEV Community · Claude
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I skipped 5 days of school to build an AI app. Here is what a real hackathon sprint looks like. 🚀
Building a full-stack mobile app by yourself is hard. Building it for a major hackathon like Shipaton...
Source: DEV Community
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The .aab Trap: Why my "Final" Android Release Build wasn't final at all 😅
There is a very specific rush of dopamine you get when you finally configure your keystores, set up...
Source: DEV Community
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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