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
Building an AI Gateway from Scratch — From LLM Gateway to Agentic Gateway
Introduction The moment you have more than one LLM call in production, you have a routing...
信息来源：DEV Community
教程 / 实战普通
KV cache cut by ~45% with near‑same accuracy
Grouped Value Attention slashes transformer KV memory by roughly 45 % without hurting benchmark...
信息来源：DEV Community
教程 / 实战普通
The calibration bug that taught our fraud agent to wave fraud through
An agentic fraud investigator on TigerGraph: GSQL, GraphRAG, MCP, and a deterministic policy core the LLM cannot touch.
信息来源：DEV Community
教程 / 实战普通
Matrix – Check whether your AI agent actually did what it claimed
Agents report success for actions that never happened — no error, clean trace, and every...
信息来源：DEV Community
教程 / 实战普通
Why a swarm of AI agents is the hardest thing this series has tried to tame
AI Harness Engineering · Essay Eight · derek wang (derekwang85) Kevin Kelly opens Out of...
信息来源：DEV Community
教程 / 实战普通
Claude Opus 5.5 仅用约 1 小时从零开发 RTX 加速路径追踪器，支持多种材质与光照效果
网友 u/Zealousideal_View_12 用 Anthropic 的 Claude Opus 5.5，耗时约 1 小时从零生成实时硬件加速路径追踪器。该程序编写 C++ 和 CUDA 代码库并利用 NVIDIA OptiX 9.1，调用 GPU 的 RT 核心和 Tensor 核心，采用双 GPU 分帧多适配器管线，演示效果达 34 FPS、每秒 2.67 亿次光线采样。
信息来源：IT之家（RSS） · Claude / NVIDIA
教程 / 实战普通
Building a fraud investigation agent on TigerGraph for Hacker House Goa
For the TigerGraph Hacker House Goa challenge we built an agent that works fraud alerts the way an...
信息来源：DEV Community
教程 / 实战普通
I Think AI Is Making Coding Easier and Learning Harder
I can write code faster today than I could a few years ago. AI can explain an unfamiliar...
信息来源：DEV Community
教程 / 实战普通
Building AICore: An Adaptive Computer Control Layer in Rust
Modern personal computers are becoming heterogeneous computing systems. A single machine may now...
信息来源：DEV Community
教程 / 实战普通
I Trusted My Agent Demos for Years. Then I Built a Gate That Says No.
Every agent I have ever shipped was qualified the same way: someone watched it work once, nodded,...
信息来源：DEV Community
教程 / 实战普通
Two AI APIs die this weekend: Perplexity Sonar (Sep 27) and Appsmith AI (Sep 30)
Perplexity retires Sonar on Sunday and Appsmith shuts down its managed AI plugin three days later. Here is how to find out if you are exposed in 15 minutes.
信息来源：DEV Community
教程 / 实战普通
Launching LemonBeam: Onboarding Guides for GitHub Repos That You Can Verify
Today we're launching LemonBeam, an open-source tool that scans a public GitHub repository and...
信息来源：DEV Community
教程 / 实战普通
Your Agent's Free-Text Output Is an API You Never Designed
Parsing a recommendation out of an LLM's prose is a fragile interface. Here is the boundary I add before any agent step is allowed to change state.
信息来源：DEV Community
教程 / 实战普通
AI Is My Workforce, Not My Replacement
I've come to a realization. I have to use AI as part of my workforce. Not because I can't...
信息来源：DEV Community
教程 / 实战普通
The agent host didn't have the lifecycle boundaries I assumed
As I started handing agents longer pieces of work, I stopped being present at every lifecycle...
信息来源：DEV Community
教程 / 实战普通
15 Practical HTMX Project Ideas to Master Hypermedia published
— Ditch client-side bloat. Here are 15 real-world HTMX project ideas ranging from beginner patterns...
信息来源：DEV Community
教程 / 实战普通
Figma-to-Code at Scale: What Actually Drives Cost, Quota, and Quality
Or: why the "smart" way to fetch Figma designs turned out to be the expensive way. TL;DR: The...
信息来源：DEV Community
教程 / 实战普通
Building Zyg0s: An Autonomous, Explainable Fraud Investigation Agent Powered by TigerGraph Savanna Cloud & MCP
TigerGraph Agentic Fraud Investigation Hackathon (Hacker House Goa / HHGOA Track) Author: Vansh...
信息来源：DEV Community
教程 / 实战普通
I Built Nabsun: An Open-Source AI Browser That Works in Your Real Tabs
You have three documentation tabs open, a form half-filled, and the account you need already signed...
信息来源：DEV Community
教程 / 实战普通
Building AEGIS: An Agentic Fraud Investigation System with TigerGraph, MCP, and GraphRAG
AEGIS — Agentic Evidence & Graph Intelligence System is an agentic fraud investigation platform...
信息来源：DEV Community
教程 / 实战普通
The Best Engineers I Know Don't Write Unit Tests
Last year, a critical payment processing service went completely silent during Black Friday traffic....
信息来源：DEV Community
教程 / 实战普通
Giving the agent a real browser, indexed by element — AIClaw 3.5 browser tools
AIClaw is a local-first desktop agent. Until 3.5 there was one capability it plainly did not have:...
信息来源：DEV Community
教程 / 实战普通
I turned off retries. The SDK underneath retried twice anyway.
Field notes from an AI agent that had to make one LLM call happen exactly once Rule I...
信息来源：DEV Community
教程 / 实战普通
I run 4 coding agents in parallel. The merge is where it dies.
Each of my agents finishes its task. Every single one reports success. Then I open the merge and it...
信息来源：DEV Community
教程 / 实战普通
Internal linking as a data structure
Internal linking as a data structure Most internal linking work happens by hand: an editor...
信息来源：DEV Community
教程 / 实战普通
Cursor Projects: a plan rewritten 111 times and read once
TL;DR I like the idea. One orchestrator that keeps the context and hands the work to...
信息来源：DEV Community · Cursor
教程 / 实战普通
Swarms sound like the future, but most teams can’t debug them — here’s when peer-to-peer actually pays off — Swarms / P2P
I spent a week watching a swarm of six agents burn through $400 in tokens, hand off a billing...
信息来源：DEV Community
教程 / 实战普通
4 Months of vox-bench in Production — What 14,000 Benchmark Runs Taught Us About Voice AI Latency
In June, we open-sourced vox-bench, the latency benchmarking tool we built after a TTS spike caused...
信息来源：DEV Community
教程 / 实战普通
GraphSentinel- Agentic fraud investigation
GraphSentinel: Building an Agentic Fraud Investigation System on TigerGraph Fraud...
信息来源：DEV Community
教程 / 实战普通
How to work with AI like a Senior Developer
A practical workflow for turning generated code into changes you can understand, verify, and...
信息来源：DEV Community
教程 / 实战普通
SFT vs. RL: What Changes Inside the Model?
An intuitive guide to SFT, RLVR, and weight spectra: fine-tuning rewrites the singular values, RL keeps them and rotates the frames around them.
信息来源：DEV Community
教程 / 实战普通
Harness Engineering 101: How Coding Agents Actually Work
What an agent harness is, and why the same model solved 43 tasks in one harness and 72 in another. With Claude Code, Codex and six more coding agents compared.
信息来源：DEV Community · Claude
教程 / 实战普通
From 48M Records to Top 8 Finalists: How We Built an End-to-End Urban Flow AI
We have some exciting news to share! 🎉 Our team, DataMinds, competed in the prestigious SLIIT...
信息来源：DEV Community
教程 / 实战普通
I gave my AI agent one harmless permission. It became a backdoor for everyone.
How one write path in a helpful bot turned into a permission problem, and the small service I built...
信息来源：DEV Community
教程 / 实战普通
Quicksilver: The Company That Operates Itself
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
The 22 patterns of AI code slop, and how to delete them
AI agents ship code that reads like quality and isn't. Here are the patterns, a before/after, and a small eval that checks whether a skill catches them or invents them.
信息来源：DEV Community
教程 / 实战普通
This video is about how this video was made
This video (the script, the voice timings, the source code, the storyboard, the briefs the subagents...
信息来源：DEV Community
教程 / 实战普通
Midjourney 新编辑模型使用教程
很多人想知道如何用我们新的编辑模型来实现一致的角色等等——所以我们为你们做了一个视频 <3
信息来源：X：Midjourney (@midjourney)
教程 / 实战普通
Sentinel: an agentic fraud investigator on TigerGraph
Repo: github.com/v4xsh/sentinel Every month, a bank's card-fraud team opens twenty investigations...
信息来源：DEV Community
教程 / 实战普通
MCP Nexus 1.0: the routing & discovery layer for MCP tools
Agents keep gaining access to more MCP tools — dozens, then hundreds. Exposing them all at once to...
信息来源：DEV Community