AI圈报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
AdalatAI — AI-Assisted Court Workflow Where the AI Never Convicts and Never Sentences
Bangla legal-tech that quotes statutes verbatim, assembles judgment drafts from verified parts, and leaves the decision to a human judge — with a full audit trail.
信息来源：DEV Community
教程 / 实战普通
JolSetu — the AI That Reads a 20-Taka Arsenic Test Kit (So Families Can Find Safe Water)
Computer vision reads a Gutzeit arsenic kit by photo, a QR-stamped live map tracks safe tubewells, and routing walks families to clean water — offline, in Bangla.
信息来源：DEV Community
教程 / 实战普通
Meshy 直播演示 AI 生成资产搭建关卡
观看 @TheSandboxGame 用 AI 生成的资产现场搭建可玩关卡 👀 游戏设计师 Philip Pardoe 一步步把 @MeshyAI 的资产带入玩法。之后有现场问答。10 月 27 日 · 美东时间下午 1 点 | 现场演示 + 问答 你将看到如何： · 快速生成并迭代资产 · 在一组资产中保持风格一致 · 从生成走向经过测试的可玩关卡
信息来源：X：Meshy (@MeshyAI)
教程 / 实战普通
# Building a STRIDE-Aware Fraud-Pattern Review Agent on Amazon Bedrock
A step-by-step build: from model access to a deployed agent, with every console screen along the...
信息来源：DEV Community
教程 / 实战普通
8 Open-Source AI Projects for Social Good (Live Demos + GitHub)
From arsenic-test computer vision to Bangla court automation — eight live, open-source AI projects from Bangladesh, each with a working demo and a public GitHub repo.
信息来源：DEV Community
教程 / 实战普通
Your Next Visitor Is an AI Agent: Semantic HTML Is SEO Again
For twenty years, "write semantic HTML" was advice people agreed with and then ignored. A <div...
信息来源：DEV Community
教程 / 实战普通
The AI didn't invent my client update. It promoted it.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
信息来源：DEV Community
教程 / 实战普通
How to Build Polyglot Projects with AI Agents: An MCP Toolchain Conductor & Deterministic Build Sandbox
In 2026, autonomous AI coding assistants (Claude Desktop, Cursor, OpenAI Codex, Windsurf) are tasked...
信息来源：DEV Community · OpenAI / Claude / Cursor
教程 / 实战普通
The Twenty Minute Review That Keeps My Agent Honest
I do a short review every Friday. Twenty minutes, sometimes less. It is the only maintenance ritual I...
信息来源：DEV Community
教程 / 实战普通
Les di una oficina a mis agentes de IA, y ahora mi equipo puede verlos trabajar
Este artículo es la versión en español de I gave my AI coding agents an office, and now my team can...
信息来源：DEV Community
教程 / 实战普通
pyursa: a dataframe library built for AI agents, not just humans
Agents write a lot of pandas code, and pandas fails silently. pyursa gives agents strict types, errors with ready-made fixes, undo, lineage and LLM operators, on Polars or DuckDB.
信息来源：DEV Community
教程 / 实战普通
I gave my AI coding agents an office, and now my team can watch them work
I spend most of my day with three or four AI coding agents running at once: Claude Code in two...
信息来源：DEV Community · Claude
教程 / 实战普通
I built a browser for AI agents, then benchmarked it against Playwright MCP and browser-use
Every agent I tried on the web had the same problem: it was reading too much. A browser tool hands...
信息来源：DEV Community
教程 / 实战普通
The "Agentic Operating Layer": A Pattern You Can Steal from OpenAI's Orchestra Bio Deal
The "Agentic Operating Layer": A Pattern You Can Steal from OpenAI's Orchestra Bio...
信息来源：DEV Community · OpenAI
教程 / 实战普通
预训练之后为什么还要后训练：三种技术如何把基座模型变成助手
作者以 InstructGPT 与 GPT-3 对同一请求的不同回答为切入，解释预训练只教模型猜下一个词，基座模型因此存在不听指令、可能造成伤害、不擅长长链条推理三个短板。
信息来源：X：马东锡 NLP (@dongxi_nlp) · GPT
教程 / 实战普通
The Second Run Is Where the Lies Show Up
Every agent demo I have ever seen works on the first run. Mine did too. The first run has a clean...
信息来源：DEV Community
教程 / 实战普通
Small Language Models on Your Laptop: A Field Guide
Which small language models actually run on a laptop? Hardware-matched picks for 8GB, 16GB and 24GB machines, setup commands, and the honest limits.
信息来源：DEV Community
教程 / 实战普通
We gave our MCP server an undo button
Letting an AI agent change your product's settings is only reasonable if you can take it all back. So...
信息来源：DEV Community
教程 / 实战普通
How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board MCP Server
How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board...
信息来源：DEV Community
教程 / 实战普通
Where retrieval assistants leak: the title, the summary and the cache
A retrieval-augmented assistant answers from documents it fetched first. Most access reviews ask what...
信息来源：DEV Community
教程 / 实战普通
I Sorted 400 Agent Failures Into Five Buckets. Almost None Were the Model's Fault.
Over a month I logged about 400 tasks run by an agent on my own machine. When a task went wrong I...
信息来源：DEV Community
教程 / 实战普通
Copilot Summarized My Conference. Its Best Slide Doesn't Exist.
After the Cloud & AI Summit in St. Charles (September 30 to October 2), I did what everyone does...
信息来源：DEV Community
教程 / 实战普通
When Code Becomes Cheap, Ownership Becomes Everything
AI is challenging the software factory model. What matters when writing code becomes cheaper but owning a product remains difficult?
信息来源：DEV Community
教程 / 实战普通
The Agent Doesn't Need More Context. It Needs the Right Five Lines.
I started with a 900-line instructions file. The agent ignored most of it. Then I cut it to under 100...
信息来源：DEV Community
教程 / 实战普通
I built an AI resume screener where every score has reasons
I'm a solo developer, and I built an AI resume screener where every score comes with reasons. Here...
信息来源：DEV Community
教程 / 实战普通
Google clutterScore: What the Leaked Signal Could Mean for Less Distracting Websites
Google's 2024 Content Warehouse documentation leak included a reference to clutterScore, a field...
信息来源：DEV Community
教程 / 实战普通
I Built a Job Search App That Fights You Back — Because Slow and Steady Is the Only Strategy That Lasts
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
信息来源：DEV Community
教程 / 实战普通
Stuck in the same dev.to topics? An open model fixed it.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
信息来源：DEV Community
教程 / 实战普通
Paid AI image jobs on Cloudflare Queues: never charge twice, never call the model twice
Design notes from a photo-restyling app: an atomic debit plus job insert in D1, a queue consumer that can't re-enter a paid model call, a vision check before and after generation, and a daily cost breaker.
信息来源：DEV Community
教程 / 实战普通
The sloth that reads your factory sensors so you don't
My submission for the Hacktoberfest Open-Source AI Challenge, Week 3 (Slow and Steady). Built this...
信息来源：DEV Community
教程 / 实战普通
Uber 如何让 AI 安全地删代码：AutoClean 清理 1.6 万个过期 Flag 与百万行死代码的 Agent 工程实践
Uber 发布 AutoClean 系统的工程实践解读，用 AI Agent 加确定性工具累计清理 1.6 万多个过期 feature flag、超过 100 万行死代码。
信息来源：X：邵猛 (@shao__meng)
教程 / 实战普通
What I Do When the Agent Says It's Done
"Done." Two words that mean nothing on their own. Every time an agent reports completion, I run the...
信息来源：DEV Community
教程 / 实战普通
114,000 Kazakhs got a letter from the tax office. A local Gemma answers most of it for you.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
信息来源：DEV Community
教程 / 实战普通
如何用决策模型做 LLM Evals：从阈值调优到概率校准的实践解读
作者转述 @HamelHusain 关于决策模型做 LLM Evals 的博客：大多数从业者直接沿用 0.50 默认阈值，文章用 98 条真实生产 trace 对比五家决策模型，证明阈值调优、概率校准和成本-性能 Pareto 分析能带来可量化提升。
信息来源：X：邵猛 (@shao__meng)
教程 / 实战普通
ChatGPT UTM Bug Fix Restores GA4 Attribution, but Marketers Must Repair the Gap
OpenAI has fixed a ChatGPT outbound-link tracking bug that caused many visits to be misclassified as...
信息来源：DEV Community · OpenAI / ChatGPT
教程 / 实战普通
Reverse Engineer Anything: The Open-Source Tool That Turns Any Binary Into a Readable Spec (And Why Big Tech Won’t Love It)
Closed source has always leaned on an unstated assumption: reading someone else's compiled code is...
信息来源：DEV Community
教程 / 实战普通
If AI, FOMO, and hype overwhelm you...
7 Strategies to Stay Sane in the Never-Ending Tech Hype Cycle ...
信息来源：DEV Community
教程 / 实战普通
The $50 Breach: How One Hacker Used AI Agents to Rob 100 Companies
Reuters reported it yesterday. One operator, 23 hours per intrusion, $5,000 in tokens....
信息来源：DEV Community
教程 / 实战普通
Hamel Husain 发文讲解如何用决策模型做 Evals
Hamel Husain 发布新文章《How To Use Decision Models For Evals》，讲解如何为任务选择决策模型、调优阈值（提醒不要默认 0.5）并解读分数，配有交互式图表。
信息来源：X：马东锡 NLP (@dongxi_nlp)
教程 / 实战普通
Automated incident triage on GKE with Gemini 4 Argon and Model Context Protocol: Correlating cluster events and VPA logs
Automate root-cause incident triage on GKE by combining Gemini 4 Argon multi-step reasoning with the GKE Model Context Protocol server.
信息来源：DEV Community · Gemini