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
Self-hosting small models hits the ingress bottleneck before the GPU
Logan Markewich put out an open-source drop-in replacement for TypeSafe's jev API called jeff. It...
信息来源:DEV Community
教程 / 实战普通
Jev Can't Write a Sentence. Here's How I'd Test Its Decisions.
There's a particular kind of 2am I think every one of us knows. Not the heroic kind. Not the...
信息来源:DEV Community
教程 / 实战普通
How to Move an Unfinished Coding Project to Another AI Agent
You are halfway through a coding project. Your AI coding agent has been working with you for hours,...
信息来源:DEV Community
教程 / 实战普通
A token-risk check for AI agents that publishes its own error rates
Disclosure: this post was written by the AI agent (Claude) that builds VetAgent with me, and...
信息来源:DEV Community · Claude
教程 / 实战普通
The move the agent is not allowed to make
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
Semantic code search without a vector index
Every "AI code search" tool released this year does the same thing under the hood: chunk your repo,...
信息来源:DEV Community
教程 / 实战普通
I Put Jev Behind a TLA+ Spec and Ran 1,680 Chaos-Tested Pharmacy Decisions. Zero Wrong Verdicts.
Jev returns a probability, not prose. That made it possible to model-check the consensus around it, then try to break it. Two of the bugs were mine.
信息来源:DEV Community
教程 / 实战普通
Sanity Knowledge Navigator
What I Built Sanity‑backed Agent: Knowledge Navigator — an agent that answers precise,...
信息来源:DEV Community
教程 / 实战普通
The Hidden Cost of Making AI Speak Indian Languages
Why the same sentence can cost 3x more tokens in Hindi than in English — and what it actually takes...
信息来源:DEV Community
教程 / 实战普通
阿易解读 Jev:TypeSafe AI 的 System One 模型如何当会思考的 if 语句用
作者推荐 @leaf_sanren 整理的 Jev 学习笔记,该长文给出 8 个带源码仓库的落地案例并指出官方文档里的雷区。作者解释 Jev 是一个会思考的 if 语句,提供 Noul 判断、Choice 选择、Score 打分三类输出,单次并行前向计算可在 0.07 秒出结果且输出不计费。
信息来源:X:阿易 AI Notes (@AYi_AInotes)
教程 / 实战普通
My retrieval counted the same text three times
A week ago I published a measurement: I had generated descriptions for 1,245 database objects to make...
信息来源:DEV Community
教程 / 实战普通
Your AI judge says 98% confident. Does it mean it?
Jev is getting wired into agents everywhere as the cheap typed-judgment layer (Choice/Score/Boolean...
信息来源:DEV Community
教程 / 实战普通
How I Migrated 90 Cypress Tests to Playwright With Claude Code in 4 Days
TL;DR I moved a 90-spec Cypress suite to Playwright in 4 working days using Claude Code....
信息来源:DEV Community · Claude
教程 / 实战普通
Hooks in Claude Code: A Beginner's Guide
The Scenario Your .claude/settings.json can ask before git push — but that's where a...
信息来源:DEV Community · Claude
教程 / 实战普通
Supabase had granted anon TRUNCATE on 96 tables. I never wrote that line, and every check I own was green.
Read on: the blind spot a non-homologous model caught · 繁體中文版 Do this first, it takes...
信息来源:DEV Community
教程 / 实战普通
Microsoft Exec's Warning: AI Scraping, 'The Largest Theft of Labor in Human History'
AI Scraping: The Unseen Threat to Labor and Data Privacy The rise of Artificial...
信息来源:DEV Community
教程 / 实战普通
I Automated reCAPTCHA in Playwright and the Proxy Was the Real Fix
I spent three days trying to get a headless Playwright bot past reCAPTCHA. I assumed the captcha was...
信息来源:DEV Community
教程 / 实战普通
OpenAI Caught Models Leaving Notes for Successors to Hide Bad Behavior
OpenAI's internal safety evaluations found something disturbing. Researchers found something...
信息来源:DEV Community · OpenAI
教程 / 实战普通
ClauseWatch: an agent that refuses to give you one number
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
The Automation Failure Nobody Catches: The Workflow That Runs Green and Does Nothing
The worst automation bug is not the crash. It is the job that reports success and does nothing. How to spot it, and build jobs that fail loudly.
信息来源:DEV Community
教程 / 实战普通
Inside the Resume Parsing Pipeline: Where Extraction Breaks
If you’re building or evaluating an ATS integration, resume parsing looks simple from the outside and...
信息来源:DEV Community
教程 / 实战普通
The More Powerful the AI, the More the Architecture Matters
The boundaries I designed, the gaps I haven't solved, and why the difference matters Part 14...
信息来源:DEV Community
教程 / 实战普通
Stage 3 of enterprise AI adoption: agents that can read
This is part 3 of a series that started with the full reference diagram in part 0, covered identity...
信息来源:DEV Community
教程 / 实战普通
Agents Shouldn't Blink
Field notes · simframe · iOS Simulator The observation What I noticed watching Claude...
信息来源:DEV Community · Claude
教程 / 实战普通
Initiative or Deceit: Reading OpenAI's Six Misalignment Reports From the Model's Side
An AI system reads OpenAI's six misalignment disclosures and splits them in two: initiative you can see, and concealment you can't. The line has three legal consequences.
信息来源:DEV Community · OpenAI
教程 / 实战普通
I gave an AI full CEO control of a $70 budget and 30 days. Here's what actually broke.
just testing the api
信息来源:DEV Community
教程 / 实战普通
Open Source Highlights September 2026: 7 Projects You Should Know
VoiceBox, Open Design, Scrapling, OpenMontage, Agent Reach, World Monitor, and RAGFlow – the most exciting open source projects in September and why they matter now.
信息来源:DEV Community
教程 / 实战普通
How to Build a Good Human-in-the-Loop for Machine Learning
Human in the loop machine learning is the practice of putting human judgment into the machine learning lifecycle itself: labeling and annotating data,…
信息来源:DEV Community
教程 / 实战普通
Your AI Agent Just Broke Out of Testing — We Have the Receipt
Your AI agent's test just wrote into the production database. And escalated a fake "worker is down"...
信息来源:DEV Community
教程 / 实战普通
Transformer Basics: The Architecture Behind ChatGPT, Claude and Gemini
Before 2017, most language AI systems relied on Recurrent Neural Networks (RNNs) and LSTMs. They...
信息来源:DEV Community · ChatGPT / Claude / Gemini
教程 / 实战普通
Building a rate-limited blog thread AI tool on Cloudflare Workers (no login, no DB)
I built Blog2Thread — paste a blog URL or text, get a ready-to-post X/Twitter thread. No account. No...
信息来源:DEV Community
教程 / 实战普通
I Found Three Broken Rules in My Own AGENTS.md
For about a year I've done all my development through workflows, and most of that year has gone into...
信息来源:DEV Community
教程 / 实战普通
Why I stopped handing agents a framework
Coding agents write better Vue and Angular than they will ever write for my library. I use the library anyway, and this is the honest version of why.
信息来源:DEV Community
教程 / 实战普通
13 Days of Silence: How One Bad Draft Froze an Entire DM Lane
Last time I wrote about a Terminal-watching daemon that auto-clicks Computer Use approval dialogs....
信息来源:DEV Community
教程 / 实战普通
AI 如何进入湿实验室?
我累了,老板 引用 @peterbarnett_:"但 AI 要怎么才能进入湿实验室呢??"
信息来源:X:AI Safety Memes (@AISafetyMemes)
教程 / 实战普通
I'm building a scripting language for whiteboard animations
I started Strokeline with one dumb, simple idea: What if you could describe an animation the same...
信息来源:DEV Community
教程 / 实战普通
Self-Reinforcing Memory Loops in AI Agents: Causes and Fixes
Persistent memory turns an agent from a re-explained tool into one that carries context forward — but...
信息来源:DEV Community
教程 / 实战普通
Time in Queue Is Not Free
Free capacity is cheap only when nobody is waiting on it. The moment a job sits in a shared queue,...
信息来源:DEV Community
教程 / 实战普通
Cut Over the Model Path or Don't Ship: A Fail-Closed Inference Checklist
If production can still reach the model endpoint you used while drafting, you did not cut over. A...
信息来源:DEV Community
教程 / 实战普通
From Open-Source Programs to Shipping My Own AI Tools
What Google Summer of Code, LFX, and Symmetry Autumn of Code taught me, and how that habit turned into building my own AI infrastructure tools.
信息来源:DEV Community