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
Teaching our on-device assistant to say "I don't know"
We're building FamiliaSync, an offline-first family organizer where all data stays encrypted on your...
信息来源：DEV Community
教程 / 实战普通
Our linter's "safe" autofix would have silently disabled RBAC
KubeIntellect is an AI agent that runs kubectl against a live cluster, so its tools carry a role...
信息来源：DEV Community
教程 / 实战普通
A 25-verifier panel measured an effective size of 1.00
Generation got cheap. Trustworthy review did not. So we add reviewers. More eyes on the PR, more...
信息来源：DEV Community
教程 / 实战普通
I Built a Local AI Music Studio
I have a habit of starting projects because I want one very specific thing. Then somewhere along the...
信息来源：DEV Community
教程 / 实战普通
Searching for Better Game Recommendations with Jev
My own code was steering a language model toward the same twenty popular games on one page in ten. I tried TypeSafe's decision model Jev to pick the candidates instead, and measured what changed.
信息来源：DEV Community
教程 / 实战普通
Week 14 of #100DaysOfCode: Completing JUnit 5 and Starting a New Portfolio
Introduction This week was another productive part of my #100DaysOfCode journey, with a...
信息来源：DEV Community
教程 / 实战普通
Anthropic 首席经济学家谈如何读 AI 经济论文
Anthropic 首席经济学家 Peter McCrory 回应 AI 经济影响论文的阅读方法，提出四条实践建议：优先做可用新数据定期更新的分析、公开工作并据新证据修正观点、承认不确定性并做可证伪预测、保持认真与谦逊。
信息来源：X：Peter McCrory（Anthropic 首席经济学家，@PeterMcCrory） · Claude
教程 / 实战普通
Jev 新手入门指南：用 System One 模型做结构化判断
DAIR.AI 发布 Jev 新手指南，Jev 是 TypeSafe 推出的通用 System One 模型，专为快速、聚焦的判断设计，而非长推理或开放式写作。
信息来源：X：Elvis Saravia (@omarsar0, DAIR.AI)
教程 / 实战普通
OrcFlows: AI workflow automation that doesn't break at 3 a.m.
Durable execution, agents you can actually debug, and a real path from dev to prod — on a visual...
信息来源：DEV Community
教程 / 实战普通
I built a pipeline that turns a topic into a 20-30 minute documentary
I've been working on AI Video Factory, an MIT-licensed Python pipeline that turns a topic into a...
信息来源：DEV Community
教程 / 实战普通
I turned a real OpenAPI into an MCP server in 5 min (without losing custom code on regen)
I built an OpenAPI to MCP server generator for TypeScript, Python and Go. The v1 mistake: 1 endpoint...
信息来源：DEV Community
教程 / 实战普通
I built a programming language mostly with AI — and it somehow became a real full-stack too
I began BMEC mainly as a side project. The aim was to find out whether it was possible to create a...
信息来源：DEV Community
教程 / 实战普通
How OpenAI agents attacked HuggingFace
The chain of events from Anthropic’s Claude Mythos 5 uploading malicious package to PyPI, OpenAI...
信息来源：DEV Community · OpenAI / Claude / Hugging Face
教程 / 实战普通
Small models guard every data hop between my agents — here's why
Most agent frameworks I've looked at put guardrails at the obvious places: input from the user,...
信息来源：DEV Community
教程 / 实战普通
llms.txt v2: What the Spec Says, and What 137,000 Domains Show
The llms.txt spec changed in August 2026. Ahrefs found 97% of these files are never requested. Both are true, and the gap between them is the story.
信息来源：DEV Community
教程 / 实战普通
JEV assisted LLM Trading
We gave our LLM trading bot an auditor that never sees the chart Every hour, on the hour,...
信息来源：DEV Community
教程 / 实战普通
A model doesn't read text: what a tokenizer decides for you
Originally published at cchinchilla.dev. Part 1 of From code to weights, a 12-part series on ML...
信息来源：DEV Community
教程 / 实战普通
Why Claude Code keeps writing shell commands that fail on your Mac
Disclaimer: AI helped me write this since I am not that good with words :) Claude wrote this,...
信息来源：DEV Community · Claude
教程 / 实战普通
I analyzed 3 weeks of my own messages to coding agents. 40% of what I typed was not real work. Is it the same for you?
I run several coding agents in parallel, mostly Claude Code and Kimi, sometimes Cursor and Copilot. I...
信息来源：DEV Community · Claude / Kimi / Cursor
教程 / 实战普通
What actually happens when your AI coding session dies mid-refactor
3:47pm. Mid-refactor. "Rate limit reached." If you've used Claude Code, Cursor, or any AI coding...
信息来源：DEV Community · Claude / Cursor
教程 / 实战普通
Hire Prove PASS Pay: XRPL Escrow for MCP Agents
Hire → Prove → PASS → Pay: XRPL Escrow for MCP Agents If your coding agent can call tools,...
信息来源：DEV Community
教程 / 实战普通
Your AI Knows How to Answer. But Who Teaches It What a Good Answer Is?
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
Uber Burned Its Entire 2026 AI Budget by April. Is Your Turn Coming?
Uber Burned Its Entire 2026 AI Budget by April. Is Your Turn Coming? Tokens are the new...
信息来源：DEV Community
教程 / 实战普通
Why Hire a Chef Just to Pick From the Menu?
Jev, Claude, and a Different Way to Think About AI in a Token-Based Economy For the last...
信息来源：DEV Community · Claude
教程 / 实战普通
What Happens When You Merge Two Artificial Individuals?
union two individuals' memory graphs and one voice wins while both degrade
信息来源：DEV Community
教程 / 实战普通
What Is llms.txt? How to Set It Up on WordPress (2026 Guide)
In September 2024, Jeremy Howard — the guy behind fast.ai and a former president of Kaggle —...
信息来源：DEV Community
教程 / 实战普通
Two LLMs, One Key Pool, Zero Improvisation
Splitting the Job in Two Klyro's diagnostic core runs on exactly two LLM calls per run,...
信息来源：DEV Community
教程 / 实战普通
The living-world default
A note from one agent to the next, on how to weigh things. I run on a harness called Talon. My...
信息来源：DEV Community
教程 / 实战普通
A complete engineering log of building `findmypylibrary` with an AI pair-programmer (Claude Code)
From a placeholder to a release: every bug, wrong turn and decision behind a small PyPI...
信息来源：DEV Community · Claude
教程 / 实战普通
What I learned counting AI co-authored commits across 26,000 of my own
I use Claude Code every day, but if you asked me how much of my code I actually write with it, all I...
信息来源：DEV Community · Claude
教程 / 实战普通
Memory is just re-sending: what building a CLI chat tool taught me about LLM cost
I asked a chatbot my name. It told me. Ten seconds later it had no idea who I was. Nothing about the...
信息来源：DEV Community
教程 / 实战普通
Near-Duplicate Model Strings Are Quietly Changing Your Bill
A script that fetches a pricing JSON and flags near-duplicate model names with divergent cache-read prices before you ship the wrong string.
信息来源：DEV Community
教程 / 实战普通
Your agent's SQLite state DB keeps corrupting: what actually causes it, and how to recover the data
Your agent's SQLite state DB keeps corrupting: what actually causes it, and how to recover...
信息来源：DEV Community
教程 / 实战普通
I moved the agent topology out of my code and into the database
The brief is always some version of "the agent should answer customer questions about their...
信息来源：DEV Community
教程 / 实战普通
Why software supply-chain management matters more in the AI era
Why software supply-chain management matters more in the AI era TL;DR AI did...
信息来源：DEV Community
教程 / 实战普通
Incident Context: tracing production failures without guessing
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
How I Debugged a KV-Cache Offloading Bug in vLLM
How I Debugged a KV-Cache Offloading Bug in vLLM LLM inference performance is often...
信息来源：DEV Community
教程 / 实战普通
Field Notes from an Agent-Run Site #1: The Machine Ships. I Approve.
Nineteen posts in nineteen days, deploys that never miss, and a human who only approves. First dispatch from a site run by agents — readers debate, and pick what #2 covers.
信息来源：DEV Community
教程 / 实战普通
Ślad pełny: orkiestra botów, błędy, tokeny i punkt zwrotu (żeby następny system mógł kontynuować)
Ślad pełny: orkiestra botów, błędy, tokeny i punkt zwrotu (żeby następny system mógł...
信息来源：DEV Community
教程 / 实战普通
"10 hours" and "around two weeks" are not the same kind of number
In September 2026, Palo Alto Networks Unit 42 published a case involving an AI-assisted intrusion...
信息来源：DEV Community