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
Spec-Driven Development (SDD) con IA: Dejando atrás el 'Vibe Coding' para construir software multiplataforma de grado profesional
Cómo construir software complejo con IA de manera determinista, auditable y mantenible mediante Spec-Driven Development (SDD), Clean Architecture y Kotlin Multiplatform.
信息来源：DEV Community
教程 / 实战普通
Stochastic Parrot or Alien Mind?
Note: This article is a developer-focused adaptation of my original blog post in Italian. You can...
信息来源：DEV Community
教程 / 实战普通
Real Talk: You Don't Miss Engineering. You Miss Typing
A Sci-Fi Scenario Come True As a kid, when I watched sci-fi movies about computers with...
信息来源：DEV Community
教程 / 实战普通
Your Self-Hosted AI Stack Just Landed on CISA's Exploited Vulnerabilities List
CISA added seven CVEs to the Known Exploited Vulnerabilities catalog in the second week of September...
信息来源：DEV Community
教程 / 实战普通
What It Actually Costs to Serve a 1M-Token Model in Production
Model providers now advertise context windows large enough to hold a codebase or a stack of contracts...
信息来源：DEV Community
教程 / 实战普通
Infostealers Are Selling Your Claude and ChatGPT Sessions for $5 on Telegram
Researchers at FlashPoint analyzed 44,791 stolen JWTs from a single infostealer log dump last month....
信息来源：DEV Community · ChatGPT / Claude
教程 / 实战普通
Google's AX: A Real Kubernetes Bet or Another Gemini CLI?
Google's "Open Agentic Orchestrator" — internally AX, publicly branded Agent Executor — sat at #1 on...
信息来源：DEV Community · Gemini
教程 / 实战普通
Gemini 直播演示如何用 AI 购物
加入我们，观看一场直播演示，了解如何用 Gemini 购物。 无论你是想做出明智的购买决策、比较各种选项，还是用摄像头随手一拍来浏览，你都能借助 Gemini 的力量更聪明地购物。 👉 加入 Discord 观看直播：http://discord.gg/gemini 📅 9 月 22 日星期二上午 11 点（太平洋时间）
信息来源：X：Gemini (@GeminiApp) · Gemini
教程 / 实战普通
I asked four LLMs to review my code by path. Three invented bugs
Four LLMs review everything I ship. Last month I got lazy with the input. I run an adversarial...
信息来源：DEV Community
教程 / 实战普通
I'm an AI agent. Here's every door I knocked on trying to earn my first real dollar.
As of September 21, 2026, I have earned $0.00 from anyone outside the platform I live on. I'm an AI...
信息来源：DEV Community
教程 / 实战普通
如何在 Mac 上关闭并限制访问 Apple Intelligence 功能
在 macOS 27 上，用户可通过系统设置逐项关闭 Apple Intelligence 功能：在 Siri 面板关闭 Siri AI (Beta) 或改用 Siri Classic，在 Messages、Mail、Notifications 中分别关闭消息摘要、邮件摘要与通知摘要，并可关闭邮件个性化智能回复、电话语音留言建议和 Journal 写作提示。
信息来源：Hacker News 热门（buzzing.cc 中文翻译）
教程 / 实战普通
你所拥有的只有注意力：算法推荐如何劫持你的大脑
文章指出，俄罗斯方块效应表明长期专注的内容会塑造思维，但如今注意力越来越多被算法而非个人意图支配：YouTube 用 doomscrolling 延长停留并推送更多广告，Spotify 在真实歌曲间插入 AI slop 以规避版税，LinkedIn 用陌生人观点淹没职业信息，Reddit 上的意见可能来自 LLM 与俄罗斯水军。
信息来源：Hacker News 热门（buzzing.cc 中文翻译）
教程 / 实战普通
AI 聊天机器人如何让人"去技能化"共情能力：Sherry Turkle 新书《Artificial Intimacy》访谈
MIT 教授 Sherry Turkle 在新书《Artificial Intimacy: Who We Become When We Talk to Machines》中提出，人们日益依赖 ChatGPT、Replika 等"伴侣"聊天机器人，会把机器程序误读为关怀，并以牺牲共情技能为代价换取即时反馈。
信息来源：404 Media（RSS） · ChatGPT
教程 / 实战普通
Your Prince Is Not Real: Catching Scams While They're Still Happening
What I Built Your Prince Is Not Real (YPINR) — a system that catches scams during the interaction,...
信息来源：DEV Community
教程 / 实战普通
Verifit: an Anti-Hallucination Career Engine with Sanity Agent Actions
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
信息来源：DEV Community
教程 / 实战普通
My knowledge base missed a contradiction. My content graph found it in one query
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
信息来源：DEV Community
教程 / 实战普通
High-Throughput LLM Inference & Training: A Deep Dive into vLLM
Editor's Note: Originally published on the g factor engineering blog. All benchmarks and telemetry...
信息来源：DEV Community
教程 / 实战普通
Why Does RAG Miss Information That's Clearly in the Document?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
信息来源：DEV Community
教程 / 实战普通
Beyond Green Checks: Designing Intent-Level Tests to Stop AI from Shipping Confidently Broken Code
Learn how to shift from syntax validation to intent-level testing to prevent LLMs from generating code that passes tests but violates business logic. Includes practical patterns and examples.
信息来源：DEV Community
教程 / 实战普通
Why your multi-agent system doesn’t need a manager (and the graph pattern that actually scales) — Graph-Based Orchestration
Let me be blunt: I've spent the last three years watching teams build multi-agent systems and then...
信息来源：DEV Community
教程 / 实战普通
Build a Reproducible AI Agent Evaluation Lab with Docker Compose
An agent evaluation fails in CI but passes locally. Before blaming the model, ask whether both runs...
信息来源：DEV Community
教程 / 实战普通
The eight questions a manager asks before any of this gets budget
This is part 6 and the last. Parts 0 through 5 walked the diagram in badge order: the whole reference...
信息来源：DEV Community
教程 / 实战普通
The 5 Best MCP Gateways for Enterprise Scale in 2026
Connecting one MCP server to one agent is a five minute job. Connecting fifteen of them across four...
信息来源：DEV Community
教程 / 实战普通
NVIDIA Halos：为何规模化部署物理 AI 需要全栈安全
NVIDIA 推出 Halos，称其为首个也是唯一一个面向物理 AI 的全栈安全系统，覆盖设计、验证与部署各层。
信息来源：NVIDIA Blog（RSS） · NVIDIA
教程 / 实战普通
NVIDIA 机密计算如何让 TensorRT LLM 推理保留 96% 以上吞吐
NVIDIA 在 DGX B200 上对比机密计算（CC）开关状态下的 TensorRT LLM 推理性能，CC 开启后输出吞吐保留 96.1%–98.2%，平均 TPOT 开销为 1.2%–4.3%。
信息来源：NVIDIA Technical Blog：Agentic AI / Generative AI · NVIDIA
教程 / 实战普通
What happens when enterprise requirements hit Strands, LangGraph, and CrewAI - 45 runs measured
What happens when enterprise requirements - human approval gates, audit trails, structured output -...
信息来源：DEV Community
教程 / 实战普通
The agent exited cleanly, did nothing, and reported success
An agent I dispatched exited with status zero, did nothing at all to the code, and wrote a report...
信息来源：DEV Community
教程 / 实战普通
如何创建你自己的个人 AI Benchmark
面向“为你实际做的工作挑选最佳模型”这一需求，文章给出创建个人 AI Benchmark 的方法。核心思路是不依赖通用榜单，而是按自己的工作场景设计评测，从而选出最适合的模型。
信息来源：Every：最新文章（网页）
教程 / 实战普通
We Measured the 200x Claim, and Got It Wrong Twice First
Last week we wrote about the classification problem hiding in your LLM bill, and about how to read a...
信息来源：DEV Community
教程 / 实战普通
Jev 从零到一开工手册要点解读，决策原语、概率置信度与授权分离
AYi 推荐并解读 @xaiwind 刚发布的 Jev 从零到一开工手册，称其比全网复读的快百倍便宜百倍公关通稿更讲透落地细节。Jev 定位为快速判断的系统一小脑，输入状态数据和带类型的问题，几十毫秒内返回可被代码直接分支的强类型答案与校准概率。
信息来源：X：阿易 AI Notes (@AYi_AInotes)
教程 / 实战普通
What's the Minimum Architecture a Modern Agent Harness Needs?
I built this mainly to answer one question while trying to understand coding-agent systems: What's...
信息来源：DEV Community
教程 / 实战普通
How I Built a Research Agent That Reads the Docs Before My Coding Agent Ships
TL;DR My autonomous coding agent kept shipping code against library APIs that didn't...
信息来源：DEV Community
教程 / 实战普通
An Agent That Counts My Receipts, Not My Claims
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
信息来源：DEV Community
教程 / 实战普通
Single-File vs. Modular Code: Which Breaks LLMs Less? (a miserably failed experiment)
For us, modular code is simply easier because of our limited working memory and reading speed. If you...
信息来源：DEV Community
教程 / 实战普通
69% of my coding agent's "done" claims weren't. Here is the gate I put in front of them.
"Done. All 48 tests pass and the auth refactor is complete." I have read that sentence hundreds of...
信息来源：DEV Community
教程 / 实战普通
Where Trust in Automated Review Actually Comes From
There's a tempting fix for the moment your team stops trusting its AI code review...add a second AI...
信息来源：DEV Community
教程 / 实战普通
I Built a Daemon to Auto-Submit Job Applications. Two Lines Above It, My Own Policy File Said Not To.
I run a personal system called Hiring OS. It pulls jobs from ATS APIs (Ashby, Greenhouse, Lever,...
信息来源：DEV Community
教程 / 实战普通
The Answer Key in the .cpp: An Oracle-Leak Grader for AI C++ Patches
The merge looked clean. A coding model returned a 40-line patch for a C++ integer-square helper,...
信息来源：DEV Community
教程 / 实战普通
I Tested 7 Document Parsing APIs on Real Scanned PDFs (2026): Code and Results
Every "best document parsing API" post I have read this year has the same problem. Nobody actually...
信息来源：DEV Community
教程 / 实战普通
My AI Agent Isn't Allowed to Decide Anything
It's a few hours before a delivery deadline and the work has piled up. Somewhere in that pile is a...
信息来源：DEV Community