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
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)
教程 / 实战普通
Bigger Context Windows Aren't Making Your AI Smarter (And Here's Why)
Every few months, another model ships with a bigger context window. 1M tokens. 2M. Someone's already...
信息来源:DEV Community
教程 / 实战普通
How Do You Build Your First Eval Set for an Agent?
Someone asks whether the AI feature has got worse, and the room cannot answer. Not because the team...
信息来源:DEV Community
教程 / 实战普通
AI Operating Model: Why Scaling AI Is an Organisational Design Problem
An AI operating model connects governance, decision rights, delivery, capability and human judgement so enterprise AI can scale beyond pilots.
信息来源:DEV Community
教程 / 实战普通
LLM으로 서비스 만들 때 토큰 비용이 실제로 새는 곳 (5가지)
LLM을 쓰는 서비스를 만들면 비용 이야기가 반드시 나옵니다. 그런데 처음 논의되는 건 대개 "어느 모델을 쓸 것인가"입니다. 실제로 청구서를 뜯어 보면 모델 선택보다 구조에서 새는...
信息来源:DEV Community
教程 / 实战普通
Validate the manifest, reject on failure, and your plugin client is non-conformant
Agent Plugins 1.0.0 ships a JSON Schema for plugin.json. It sets additionalProperties: false. So the...
信息来源:DEV Community
教程 / 实战普通
9 Bugs That All Looked Like a Working System
AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback....
信息来源:DEV Community
教程 / 实战普通
I Built 50+ AI Products in 4 Years — Here's What I Wish I Knew at the Start
Since 2021, our team at Autor has shipped over 50 AI products across healthcare, fintech, logistics,...
信息来源:DEV Community
教程 / 实战普通
The Open-Source 3D Video Studio in Your Browser
Transform raw screen recordings into stunning cinematic product walkthroughs entirely in your...
信息来源:DEV Community
教程 / 实战普通
I wrote a song about vibe coding (and built the whole music video with AI agents)
I used to write code. Now I write prompts. Then I review the code I didn't write. Then I fix the bugs...
信息来源:DEV Community
教程 / 实战普通
I Followed the Appeal Path. There Was No Appeal.
This is part four of the Defender Access series. Each part is standalone, but here is the thread if...
信息来源:DEV Community