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
Databricks 实用指南:2026 年如何用湖仓一体做实时分析
Databricks 发布《2026 年实时分析实用指南》,提出实时分析应作为湖仓一体的能力,而非另建 Apache Druid、Apache Pinot、ClickHouse 等专用服务引擎。文章用新鲜度、延迟、并发三个维度界定实时负载,并给出判断工作负载是否需要实时分析的评估框架,以及金融、零售、制造等行业的应用场景。
信息来源:Databricks:Blog(RSS)
教程 / 实战普通
How Grok Bot turned 133 family photos into a 50th birthday video with zero editing
Why I made it My brother Ken was turning 50, and I wanted to make a photo video for it. I...
信息来源:DEV Community · Grok
教程 / 实战普通
Claude Code 云端会话教程:在云端虚拟机中随时随地进行编码
Claude 官方视频介绍 Claude Code 的云端会话(cloud session),它运行在云端虚拟机而非本地电脑,可在你离开后继续运行,支持从手机启动和多个会话并行。
信息来源:Claude:YouTube(RSS) · Claude
教程 / 实战普通
Someone hacked the freezers at 400 French supermarkets
Friends ask me some version of this a lot: how would a bad actor with super powerful AI actually hurt...
信息来源:DEV Community
教程 / 实战普通
GitHub 详解基于 ModernBERT 的密钥检测模型如何以更低成本和噪音找到更多真实密钥
GitHub 公开其新密钥扫描分类器的设计与训练细节:先用正则生成候选,再用微调 ModernBERT 结合文件路径、变量名和上下文判断是否为真实密钥。相比此前 LLM 管线,仓库所有者加权接受率提升 11.5%,post-push 扫描中位执行时间降低 86%,服务成本下降超过 98%;模型导出为 ONNX 并做 8-bit 量化,且已将通用密钥检测扩展到 push protection。
信息来源:GitHub Blog
教程 / 实战普通
Google 用 Gemini 4 Argon 构建案例
来自 Google 员工使用 Gemini 4 Argon 构建的一些很棒的用例 🧵 它对编程和多步骤工具使用有了强得多的掌握——从 Google Antigravity 中的一个原始 Pixel CAD 文件开始,Argon 通过 Blender MCP 制作了这个爆炸视图动画、灯光、镜头编排和音频。 它运行了 1,000 轮迭代循环,以检查自己的渲染结果并在此过程中不断完善代码。
信息来源:X:Sundar Pichai (@sundarpichai) · Gemini
教程 / 实战普通
Orange Business 如何用 LangChain 和 LangSmith 构建 Live Intelligence
Orange Business 基于 LangChain 与 LangSmith 打造企业级 AI 平台 Live Intelligence,已部署给 12 万名 Orange 员工,并被法国及欧洲 150+ 客户采用。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
The State of AI Instruction Quality: Q3 2026
91% of the most-starred repos on GitHub give their coding agent at least one instruction that never...
信息来源:DEV Community
教程 / 实战普通
用 Gemini 4 Argon 构建 n8n 工作流:MCP、Assistant 与 Agent
n8n 成为首批集成 Gemini 4 Argon 的公司之一,用户可在现有工作流中使用该模型。n8n 内置 MCP server 支持从任意 MCP 客户端生成工作流,Assistant 可通过 OpenRouter 或 Google 的 OpenAI 兼容端点接入 Gemini,Agent 与独立 Google Gemini 节点在发布时即可选用该模型。
信息来源:n8n Blog · OpenAI / Gemini
教程 / 实战普通
LangChain 如何用 Deep Agents 让文档代码示例自己跑测试
LangChain 团队把文档中内联代码示例迁移为可测试代码,通过 Deep Agents CLI 加载 SKILL.md 技能,代理自动完成提取代码、补 setup/teardown、加 :snippet-start: 标记、运行测试等步骤。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
Ed Zitron 长文剖析 AI 泡沫如何靠年化收入等虚假数字支撑
Ed Zitron 撰文批评媒体和投资界盲目引用 OpenAI 与 Anthropic 的年化收入数字,指出 OpenAI 的 700 亿美元 ARR 实为约 500 亿美元,Anthropic 的 run rate 未定义计算口径,这些数字掩盖了真实财务状况。
信息来源:Ed Zitron 长文 / Where’s Your Ed At(RSS) · OpenAI / Claude
教程 / 实战普通
How I Built a Fully Local AI Coding Agent with Qwen 3.8, LM Studio, and Pi (No Paid APIs)
What if you could have an AI coding agent that reads your files, writes code, executes commands, and...
信息来源:DEV Community · Qwen
教程 / 实战普通
Amnesia and déjà vu: how our AI agents failed after every restart (and how we fixed it)
Every restart erased our agents' memory. Every naive relaunch made them redo work they had already done, emails included. Here's how we made them remember everything and relaunch only when it's safe.
信息来源:DEV Community
教程 / 实战普通
AI Fatigue? Yea I know.
AI is everywhere. I don't know how to start this off really haha. Though to be fair, everyone is...
信息来源:DEV Community
教程 / 实战普通
What forked copies of an agent still have in common
A while ago I forked a running agent session three ways and wrote about it. Three people in the...
信息来源:DEV Community
教程 / 实战普通
# What I Learned About Computer Vision as a Beginner: My kLab TekHer AI Journey
A beginner's reflection on the kLab TekHer AI Program — Cohort 2 When I started the "Introduction to...
信息来源:DEV Community
教程 / 实战普通
Cosine Similarity Said 0.92. The Payload Was Already Dead.
Claiming an LLM agent's memory poisoned its behaviour is easy. Proving it is not. A measurement rig built on counterfactual amputation, a noise floor, and three honest negative results.
信息来源:DEV Community
教程 / 实战普通
Baseten 解析 Gradium TTS 如何实现快于人类响应的实时语音合成
Baseten 工程博客解析 Gradium TTS 如何实现实时语音合成,Coval 基准测得其 TTFA 中位数为 155 ms,四分位距仅 2 ms。
信息来源:Baseten 工程博客(网页)
教程 / 实战普通
Your AI agent said it blocked the attack. I read the source of 5 tools that check if it's lying.
Here's a failure your test suite probably can't see. An AI agent with a send_email tool summarizes a...
信息来源:DEV Community
教程 / 实战普通
We moved a production backend from a phone
Every era of the cloud has a unit of work. For agents, it’s a human who directs, a controller who...
信息来源:DEV Community
教程 / 实战普通
Do You Actually Need an LLM?
I spent a weekend running two small language models against three jobs I would normally hand to a...
信息来源:DEV Community
教程 / 实战普通
Beyond Pixels: How Computers Learn to See — My Journey into Computer Vision
What I learned on Day 1 of the kLab TekHer AI Program, Cohort 2 — how images are just numbers, how filters reveal edges, how CNNs learn, and why computer vision matters for Rwanda and Africa.
信息来源:DEV Community
教程 / 实战普通
AI 小白入门指南:用 Miora 织影 Agent 一站式制作故事短片《乾红猫》
博主以视频创作小白身份,用 Miora 织影 Agent 把南宋《夷坚志》轶闻《乾红猫》做成 1 分 18 秒的古装轻喜剧短片。Agent 把故事拆成框架、大纲、剧本、角色卡和分镜,全程生成 50 段视频、花费约 4000 积分(折合约 40 美元),视频部分使用 Seedance Fast。
信息来源:X:Oran Ge (@oran_ge)
教程 / 实战普通
百度千帆 Token Plan 个人版实战训练营系列直播上线
百度千帆推出 Token Plan 个人版实战训练营系列直播课,共 4 场,从入门到实战覆盖 AI 开发全链路。首场直播 10 月 16 日在西安举行。Token Plan 个人版定位高质高量、全域场景通用、按需消耗的通用套餐。
信息来源:公众号:百度智能云(文心)
教程 / 实战普通
AI Agent Governance in Production: Permissions, Audits & Human Approval
On October 13, 2026, banking regulators intensified scrutiny of autonomous AI agents. The...
信息来源:DEV Community
教程 / 实战普通
I built an AI agent that scores any GitHub repo 0-100 before you clone it
A weekend AWS agent that inspects any public GitHub repo, scores it for safety and trust, flags risky installs like curl-pipe-bash, and guides you to a working first run. Here is how I built it on Lambda and Bedrock.
信息来源:DEV Community
教程 / 实战普通
Talk to my bots through Alexa: building an Alexa skill for Grok Bot
Why I wanted this Grok Bot runs a lot of my day. I don't have one assistant, I have a team...
信息来源:DEV Community · Grok
教程 / 实战普通
The product is never as important as the support
You can’t vibe code your way to a great customer experience. You need the user flows and the user...
信息来源:DEV Community
教程 / 实战普通
Kervan: MCP servers from a YAML file or TypeScript
I've been building Kervan for a while. It turns HTTP APIs into tools AI assistants can use. You...
信息来源:DEV Community
教程 / 实战普通
the model that doesn't write: an intro to decision models
decision models! new category, showed up on the hub about three weeks ago, and the name is...
信息来源:DEV Community
教程 / 实战普通
Your AI Coding Agent Just Built an App. Would You Trust It With Production Data?
AI can build a working application faster than ever. Give an AI coding agent a prompt, and it might...
信息来源:DEV Community
教程 / 实战普通
Side Hustle: 6 DevOps Project Ideas Someone Would Actually Pay For (Hacktoberfest DEV Challenge, Week 2)
The theme for Week 2 of the Hacktoberfest DEV Challenge is out: Side Hustle. Build something with...
信息来源:DEV Community
教程 / 实战普通
From $0 to my first dev job in 6 months — no CS degree
Six months ago I had $0 in the bank earmarked for this, no computer science degree, and a browser tab...
信息来源:DEV Community
教程 / 实战普通
Altair-Next Gen Aims to Bring AI-Powered Satellite Analytics Closer to Real Time
Mistral AI has joined a consortium led by Marlan Space and Loft Orbital to develop Altair-Next Gen, a...
信息来源:DEV Community · Mistral
教程 / 实战普通
A local-first AI triage desk: sorting a one-person trade's jobs with Gemma 3
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle The...
信息来源:DEV Community
教程 / 实战普通
Udhaar Voice: a credit ledger you fill by talking, built for shopkeepers, running with no internet
This is my submission for the Hacktoberfest Open-Source AI Challenge: Week 2, theme: Side Hustle. ...
信息来源:DEV Community
教程 / 实战普通
Cut AI agent token costs with decision models for tool selection
Give an AI agent a real toolset (25, 40, more) and every call pays for it. The agent reads every tool...
信息来源:DEV Community
教程 / 实战普通
How We Built a Shared Markdown Board for AI Agents (and Made Checklists Tick Themselves)
A board of markdown docs every agent workspace shares: how checklist items follow task status, how versions stop agents overwriting each other, and why there's no search.
信息来源:DEV Community
教程 / 实战普通
I Bridged My Real Logged-In Browser to Chrome's New WebMCP API
I Bridged My Real Logged-In Browser to Chrome's New WebMCP API Chrome's WebMCP proposal...
信息来源:DEV Community
教程 / 实战普通
SkillJacking Is Real. I Built the Pinning Layer Skills Were Missing.
SkillJacking Is Real. I Built the Pinning Layer Skills Were Missing. Agents install skills...
信息来源:DEV Community