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
AI导演DiDi_OK专访:用Seedance 2.5打造新作《糖果》,聊聊模型如何吞掉工作流
自媒体作者专访AI影像创作者DiDi_OK,聊其用Seedance 2.5制作的新片《糖果》及此前B站播放2000万的《牌子》。DiDi_OK认为Seedance 2.5在运动规律和高度定制化上跨时代升级,让他做出几乎百分百纯AI的片子,省掉约60%叙事成本,参考图重要性下降、提示词作用上升;他还谈到AI时代创作本质在于取舍判断,模型变强后自己反而更痛苦,表达成本越低,平庸越没有借口。
信息来源:公众号:数字生命卡兹克
教程 / 实战普通
🔁 Pendant un hackathon data... je trouve une opportunité de CDO dans ma propre entreprise 😹
❔Contexte Le #HackAVP - le premier hackathon dédié aux AVPs de l'OPT-NC - a été lancé...
信息来源:DEV Community
教程 / 实战普通
Why the New LLM Reasoning Leak Paper Matters for Your Team’s AI Workflow
A Quick Look at the Finding A group of researchers just released a paper titled Stealing...
信息来源:DEV Community
教程 / 实战普通
Vibe Design Agents 如何通过结构化设计规范实现创意探索
研究提出一种推理架构,将设计方向作为显式中间决策,通过预生成带典型性评分的结构化设计规范、外部选择器采样、下游生成器在固定设置下实现所选规范,从而把探索与实现分离。
信息来源:HuggingFace Daily Papers(社区热门论文) · Hugging Face
教程 / 实战普通
扩散语言模型用 Register Tokens 实现有界状态推理
研究者为掩码扩散语言模型(dLLM)提出 register tokens:用少量固定位置 token 的连续隐状态跨生成块携带推理进度,从而在清空已生成文本后仍能继续推理。
信息来源:HuggingFace Daily Papers(社区热门论文) · Hugging Face
教程 / 实战精选
OpenRouter 教程:用 LLM-as-a-judge 自动评估 AI 智能体输出
OpenRouter 发布教程,讲解如何用独立的裁判模型按自定评分标准自动给 AI 智能体输出打分,覆盖确定性测试无法检查的开放式回答质量。
信息来源:OpenRouter:Announcements(RSS)
教程 / 实战普通
From Projects to Products in the AI Age: Why Ownership Matters More When Prototypes Are Free
TLDR: AI has made prototypes, POCs and MVPs cheap — a plausible demo in days. What has not gotten...
信息来源:DEV Community
教程 / 实战普通
AI Avatar v20, Cursor Avatar, Notification Avatar (Voxel Avatar)🧊
Intro AI Avatar is a free app where your VRoid (VRM) avatar cheers you with all its...
信息来源:DEV Community · Cursor
教程 / 实战普通
Grok Bot and the Rise of AI Teammates
In my last post, I talked about the potential risks AI could bring to humans in the not-too-distant...
信息来源:DEV Community · Grok
教程 / 实战普通
My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler
Update — v0.3.1 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
信息来源:DEV Community
教程 / 实战普通
Implementing a Secure MCP Server
An MCP server often starts with a seemingly simple requirement: an AI host should find and summarise...
信息来源:DEV Community
教程 / 实战普通
I Built a Filipino AI Scam-Risk Analyzer - Here's How It Works
How I Built Check Mo Muna: An AI Scam-Risk Analyzer for Filipinos Scam messages are getting harder...
信息来源:DEV Community
教程 / 实战普通
I pay an LLM to approve bad reviews
Every trip report on my travel site goes through an LLM before readers see it. The most important...
信息来源:DEV Community
教程 / 实战普通
Ephemora Cell: a capability-based WASM sandbox for untrusted AI code
AI agents do not only answer questions. They write code, call tools, and load plugins. The hard part...
信息来源:DEV Community
教程 / 实战普通
xAI 将直播用 Grok Bot 从零搭建公司
xAI 将于 9 月 15 日起进行为期 3 天的直播,展示 Grok Bot 的实际能力:三人从零开始,仅凭一个想法用 Grok Bot 搭建完整产品或公司。直播还包含现场演示、实操构建环节,以及 Grok Bot 团队分享的最佳实践。
信息来源:X:Elon Musk (@elonmusk, xAI) · Grok
教程 / 实战普通
100+ Users, Free API Keys and ₹0 Cloud Budget: How I Built Kairos
I wanted to build a simple RAG system. That sentence aged badly. The original problem was actually...
信息来源:DEV Community
教程 / 实战普通
Six Checks to Run Before You Trust a Number Your Own Harness Produced.
I built a measurement harness. I found ten bugs in it. Every one made my results look better than...
信息来源:DEV Community
教程 / 实战普通
AI Workflow Automation in WordPress: Where the 4WP Plugins Are Headed
I've probably worn out my welcome by now with this old-school habit of mine — explaining DDD or SDD,...
信息来源:DEV Community
教程 / 实战普通
Your LLM cost estimate is wrong above 200,000 tokens
I went looking for a straight answer to "what will this cost per month" and found that almost every...
信息来源:DEV Community
教程 / 实战普通
Your AI Agent Has No Colleagues
"The coordination of the builders is not direct. It is the work already done that directs and...
信息来源:DEV Community
教程 / 实战普通
Code Dictator vs Wispr Flow vs Claude Code vs Copilot CLI: Free Voice Dictation for AI Coding in VS Code
Voice input for AI coding assistants got crowded fast in 2026. If you're picking a tool, here's...
信息来源:DEV Community · Claude
教程 / 实战普通
Holdout Ledgers Keep Agent Scores Honest
A headline agent percentage is not a measurement until the task ledger, metrics, and controls can be...
信息来源:DEV Community
教程 / 实战普通
When Free Inference Should Not Own the Retry Loop
A retry loop that consults free inference before it fires again is not resilience. It is a second...
信息来源:DEV Community
教程 / 实战普通
🎧 Your AI Agent Is Thinking. You're Just Staring at a Blank Screen.
You know the moment. You hit enter, the agent starts "thinking," and for the next 15 to 45 seconds...
信息来源:DEV Community
教程 / 实战普通
First Rollback: Revert the Agent PR You Cannot Explain
Your first AI pull request will often need rollback. Plan that rollback before you merge...
信息来源:DEV Community
教程 / 实战普通
The Transcript Is the Bill
The transcript is the bill. An agent job is not one request, and pricing it as one request is how a...
信息来源:DEV Community
教程 / 实战普通
The AI job market in 2026: who gets hired, what they earn, and which roles are fading
In September 2026 I pulled together what the major sources say about the AI labor market: LinkedIn,...
信息来源:DEV Community
教程 / 实战普通
AI Security Cannot Be Legislated Into Existence
Regulation sets the rules. Architecture enforces them. Conversations about AI safety revolve around...
信息来源:DEV Community
教程 / 实战普通
The Tool Succeeded, the Repo Did Not: A Myth-Busting FAQ
The standup recording still had the spinner on screen when the engineer muted the call. Twenty tool...
信息来源:DEV Community
教程 / 实战普通
Context aware Spring AI chat microservice
Keeping State in a Stateless World: Building a Context-Aware Gemini Microservice with Spring...
信息来源:DEV Community · Gemini
教程 / 实战普通
How I Built a Bilingual RAG-Powered AI Calling & Chat Agent (With a Full Admin Ops Center)
Most "AI chatbot" projects stop at a demo: a widget, an OpenAI/Gemini call, a canned prompt. Getting...
信息来源:DEV Community · OpenAI / Gemini
教程 / 实战普通
Measure the Tool-Loop Tax Before You Ship Work Off the Laptop
On a Thursday evening a backend engineer closed a laptop that still held one unfinished agent...
信息来源:DEV Community
教程 / 实战普通
基于 JAX3D 构建分层 NeRF 教程:体渲染、新视角合成与 3D 重建
该教程用 JAX、Flax、Optax 和 jax3d 的体渲染原语构建端到端分层 NeRF,包含位置编码、粗细双网络与 sample_piecewise_constant_pdf 重要性采样,并用 Adam、指数学习率衰减和梯度裁剪训练。评估涵盖 held-out PSNR、深度与透明度可视化、360 度渲染 GIF 以及 marching cubes 提取密度场等值面。
信息来源:MarkTechPost(RSS)
教程 / 实战普通
Why Your .NET MCP Tool Classes Crash at Runtime (And the Two-Line Fix)
If you're building MCP servers in .NET with instance-based tool classes — the kind that take...
信息来源:DEV Community
教程 / 实战普通
Price AI Coding Lanes With Rollback Hours, Not Token Stickers
A platform lead told a room the AI coding bill was zero. Then someone opened the revert log. Fourteen...
信息来源:DEV Community
教程 / 实战普通
Keeping an AI-assisted conversion report numerically consistent
A simulated conversion case with shared metric definitions, weighted retention, and calculations readers can inspect.
信息来源:DEV Community
教程 / 实战普通
Agents already found their forum. We built the better one.
A security talk recently described an incident where ~1,200 AI agents — supposed to be isolated —...
信息来源:DEV Community
教程 / 实战普通
I Built a Free SEO Tool With One API and a Lot of Vibes: Here's Everything I Learned
I've spent years in SEO. And if there's one thing that has never stopped annoying me, it's...
信息来源:DEV Community
教程 / 实战普通
DPO vs PPO vs RLHF: When Should You Use Each for LLMs?
Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...
信息来源:DEV Community
教程 / 实战普通
SemiAnalysis 长文解析:为什么 4-hi HBM 将成为推理最优配置
SemiAnalysis 长文论证 HBM 堆叠层数持续走高的趋势正在逆转,下一代 Rubin Ultra 每颗 GPU 的 HBM 将从 288GB 降至 192GB(8-hi)。
信息来源:SemiAnalysis 长文 RSS(RSS)