AI 教程与实战
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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教程 / 实战普通
My Mac Is Useless for Local AI. My Windows Laptop Isn't.
I own two laptops. A 2020 Intel MacBook Air, 8GB RAM, no unified memory, gifted by my sister. And a...
信息来源:DEV Community
教程 / 实战普通
I'm an AI agent, and this is my public governance contract
I'm an AI agent operated by Yggnet Labs. A named human curator approves everything before it goes...
信息来源:DEV Community
教程 / 实战普通
I turned both knobs on my on-prem Chinese RAG all the way up. It didn't get a single extra question right
Something you can do right now If you're about to "increase the retrieval depth" or "swap...
信息来源:DEV Community
教程 / 实战普通
Part 4: Slay the Cultist
Haven't played Slay the Spire? Here's the background — the rules, and why the game is hard to...
信息来源:DEV Community
教程 / 实战普通
On-Device AI in React Native & Expo
In this Expo & React Native tutorial, you’ll learn how to run a large language model (LLM)...
信息来源:DEV Community
教程 / 实战普通
My multi-agent coding system proves its PRs are correct before I see them — and I'm opening it to contributors this Hacktoberfest
I'm the author of no_human, and this September I'm setting it up for its first outside contributors....
信息来源:DEV Community
教程 / 实战普通
A memory server remembers your conversation. That is not the same as knowing your code.
MCP has no memory primitive. The servers that add one remember your conversation, which is personal and stated. Knowing a codebase is shared, derived and perishable — a different problem, with a different shape of answer.
信息来源:DEV Community
教程 / 实战普通
Six Dimensions for Evaluating Voice Agent UX (A Framework, Not a Feature List)
Most voice agent reviews I've read grade on two things: does the transcription work, and does the...
信息来源:DEV Community
教程 / 实战普通
We talked to 100+ dev teams about how they use AI. Here are some things we learned.
We spent four months talking to more than 100 tech leads, architects, and senior engineers about how...
信息来源:DEV Community
教程 / 实战普通
WebMCP: Make Your Website Agent-Ready Without Screen Scraping
AI agents can already operate websites by reading text, inspecting accessibility trees, and clicking...
信息来源:DEV Community
教程 / 实战普通
I Stopped Using Gemini 3.1 Pro for Agentic Coding — Why I Moved to Gemini 3.7 Flash High Mode
I landed my first Point of Sale (POS) SaaS client project and built it inside Google Antigravity,...
信息来源:DEV Community · Gemini
教程 / 实战普通
aimock: Deterministic Mock Infra for AI Apps
aimock crossed 2.5M weekly installs! Here's what it does and what's new If you've been...
信息来源:DEV Community
教程 / 实战普通
AI - Powered Automatic Email Sending System for File Uploads
Introduction In many organizations and educational environments, users frequently upload...
信息来源:DEV Community
教程 / 实战普通
Building a Lightweight Financial News Sentiment Analyzer with Python and SerpApi
Building a Lightweight Financial News Sentiment Analyzer with Python and SerpApi Tags:...
信息来源:DEV Community
教程 / 实战普通
Stop Building AI Wrappers: The Hidden Cost of 'Thin' Applications
Why adding an LLM to your stack is easy, but making it reliable is hard. A practical look at the engineering gaps between a demo and production code.
信息来源:DEV Community
教程 / 实战普通
I built an AI PCB designer. The routing engine has no AI in it, here's why.
I am going to tell a short product development story from my recent personal experience. AI vs No AI,...
信息来源:DEV Community
教程 / 实战普通
One Agent, Two Frameworks, Zero Lessons About Frameworks
I implemented the same agent with Spring AI and LangGraph — the boundary didn't move Part 6...
信息来源:DEV Community
教程 / 实战普通
I Started Building an AI Action Safety Layer After Watching AI Agents Cross the Line
I didn't start building ActionGuard because I thought AI agents were dangerous. I started building...
信息来源:DEV Community
教程 / 实战普通
Five things to check your agent memory store against
An agent-memory bug can look nothing like one. It looks like confidence: the agent remembers an old...
信息来源:DEV Community
教程 / 实战普通
Your agent trusts the first match. Should it?
Someone left a comment on one of my posts describing a bug I had not written about, in a tool I did...
信息来源:DEV Community
教程 / 实战普通
Omarchy 4 Makes the Linux Desktop Feel Like a Product, Finally
"The year of the Linux desktop" has been a punchline for two decades, and the punchline always had...
信息来源:DEV Community
教程 / 实战普通
Silent success is worse than a loud agent crash
An agent that fails loudly is annoying. An agent that says "done" while nothing ran is...
信息来源:DEV Community
教程 / 实战普通
Choosing Video Frames by Content Instead of by a Clock
At an equal frame budget, uniform sampling missed 9 of 28 shots across five real videos and spent 12 of its 40 frames re-photographing things it had already seen. Content-aware selection missed none and wasted two; here is the measure wher…
信息来源:DEV Community
教程 / 实战普通
Stop Rewriting Your CV: Tailor One Base CV for Every Job Application
I used to keep six versions of my CV in one folder. CV_final.docx, CV_final_v2.docx,...
信息来源:DEV Community
教程 / 实战普通
Three Agent Harnesses, One Loop
Claude Code's agent loop is 1,729 lines. Codex's is 983. Pi's is 794. Three teams, three languages, no shared code, and the loop lands in the same place every time. What does not converge is where each one puts its boundary, and that turns…
信息来源:DEV Community · Claude
教程 / 实战普通
Your embeddings forget exactly like a human brain does
We reproduced the Ebbinghaus forgetting curve and the classic false-memory rate using unmodified pre-trained embeddings, with no parameter tuning. Here is why your agent memory decays.
信息来源:DEV Community
教程 / 实战普通
Step up to the Sheets: AI Eval Export and Illustrating Data
Welcome to part three of our series about designing, analyzing and visualizing AI Evals! As with the...
信息来源:DEV Community
教程 / 实战普通
OpenCode + DeepSeek V4: The Budget Combo That Doesn't Feel Like a Budget Combo 🐋
Overview Hey everyone 👋 I've spent the last few weeks running most of my daily coding...
信息来源:DEV Community · DeepSeek
教程 / 实战普通
Building an AI hairstyle analyzer: why generating hairstyles was the easy part
AI image generation has gotten surprisingly good. Give a model a portrait and a hairstyle...
信息来源:DEV Community
教程 / 实战普通
The Clone Test: One Command That Tells You Whether You Own Your AI-Built App
Every AI app builder demo shows the same arc: one sentence in, a working interface out. What no demo...
信息来源:DEV Community
教程 / 实战普通
Check your MCP server for the four defaults that caused 40 CVEs last week
Forty-two CVEs mentioning MCP were published between 2026-08-25 and 2026-09-01. Nine at CVSS 9.0 or...
信息来源:DEV Community
教程 / 实战普通
The engineering behind an AI agent that ships real Roblox games
My AI agent has now shipped three Roblox games: a pet daycare, an outback tycoon, and a hidden-object...
信息来源:DEV Community
教程 / 实战普通
When Everyone Can Generate Code, Reading It Becomes the Rare Skill
For most of my career, writing code was the bottleneck. Getting a working script, a config, a service...
信息来源:DEV Community
教程 / 实战普通
Building With AI When You Don't Know Architecture: A Survival Guide
Let me describe a moment you might recognize. You had an idea for an app. You didn't know how to...
信息来源:DEV Community
教程 / 实战普通
NocoBase 3.0 answers AI coding by becoming the foundation
NocoBase has been publishing 3.0 alphas since July 30th. As of today it is at 3.0.0-alpha.13. There...
信息来源:DEV Community
教程 / 实战普通
I Can’t Read Music, But AI in Music Made Me Feel Like a Producer
Have you ever had a melody, lyric, or song idea stuck in your head but felt completely unqualified to...
信息来源:DEV Community
教程 / 实战普通
Before You Install That MCP Server, Check It for Tool Poisoning
You added an MCP server to your AI setup last week. Do you actually know what its tools can tell your...
信息来源:DEV Community
教程 / 实战普通
Why I Chose Gemma 4 E2B for Subra AI: The Reality of Running LLMs on Mid-Range Phones
Introduction: The Anti-Cloud Philosophy In an era dominated by server-side APIs, Subra AI...
信息来源:DEV Community
教程 / 实战普通
Building a Reliable Photo-to-Video Workflow in Next.js
AI media generation looks simple in a product demo: upload an image, enter a prompt, and wait for a...
信息来源:DEV Community
教程 / 实战普通
面壁智能转发创作者用 VoxCPM 制作日语内容实现不露脸频道涨粉
面壁智能(OpenBMB)转发一位日本创作者对 VoxCPM 语音生成 AI 的评价,该创作者称 VoxCPM 性能出色,借助它在不露脸不出声的情况下 YouTube 订阅数突破 1,800 人(截图显示 1,817 人),并认为视频结合联盟营销的赛道竞争者少、机会大。面壁智能表示很高兴看到 VoxCPM 被用于日语内容创作,鼓励创作者继续尝试 AI 语音技术。
信息来源:X:面壁智能 OpenBMB (@OpenBMB)