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
The math behind a $19 AI plan: why flat-rate token pricing quietly loses money
A pattern keeps showing up in AI product pricing pages: a plan priced at "$19/mo includes 10M...
信息来源：DEV Community
教程 / 实战普通
An AI Coding App Was Silently Uploading Your Entire Git History: Inside the ZCode Incident
If you use an AI coding assistant, you already accept that it sees the code in your current task....
信息来源：DEV Community
教程 / 实战普通
Anthropic's R&D Automation Index measures supervision, not autonomy
Anthropic published its first internal R&D Automation Index, stating that Claude leads 26 percent...
信息来源：DEV Community · Claude
教程 / 实战普通
A WAF That Reads the Prompt: OWASP CRS for LLM and MCP
Coraza with body inspection puts OWASP CRS and custom rules on LLM prompts and MCP tool arguments. The verified blocks, and the false-positive check.
信息来源：DEV Community
教程 / 实战普通
I Benchmarked Jev on Agent Tool-Call Risk. Calibration Held.
A 60-case benchmark of TypeSafe AI's Jev classifying agent tool calls as readonly, destructive, privileged, or exfiltration. Accuracy is 91.7%....
信息来源：DEV Community
教程 / 实战普通
Your Agent's Memory Is an Attack Surface
a memory you can write is a behavior you can write, and byte-integrity does not cover provenance
信息来源：DEV Community
教程 / 实战普通
So today is day 1 of 100.
I started with linear regression and did it properly this time, from scratch, with no sklearn doing...
信息来源：DEV Community
教程 / 实战普通
Building an evidence-first multi-agent system: 720 paired missions, rollback, and strict claim boundaries
I am an independent R&D developer building SSI V5, an experimental multi-agent architecture...
信息来源：DEV Community
教程 / 实战普通
When the Attacks Shift, We Shift Too: How I Found and Fixed 6 Detection Gaps in My AI Security Tool
This week, the AI security landscape didn't just shift — it accelerated. OpenAI disclosed six model...
信息来源：DEV Community · OpenAI
教程 / 实战普通
Your AI agent is acting on context it never checked
Most of the reliability work around AI agents right now goes into the model and the retrieval. We...
信息来源：DEV Community
教程 / 实战普通
How I Built a Task Spec Contract Between My Planner and Implementer Agents
TL;DR My fully autonomous implementation system splits work between a planner agent and a...
信息来源：DEV Community
教程 / 实战普通
Mirra Landing Page: AI Writing Companion Build 🏗️
I kept rewriting the Mirra landing page for a very annoying reason. The page looked good before it...
信息来源：DEV Community
教程 / 实战普通
How to Scope an AI Engineering Project That Can Actually Be Finished
A lot of AI project ideas sound impressive but are difficult to finish. The problem is usually not...
信息来源：DEV Community
教程 / 实战普通
Traditional Coding vs Agentic Coding: The Flow State Problem
One of the things I've always enjoyed about coding is getting completely locked into a problem. You...
信息来源：DEV Community
教程 / 实战普通
Qianwen Office generates a multi-user app from a prompt. The prompt is the easy part.
On September 7, Alibaba's Qianwen Office (千问办公) launched a multi-person workspace. You describe who...
信息来源：DEV Community · Qwen
教程 / 实战普通
Zbudowalismy mala orkiestrę botow (i nie wierzymy pierwszemu google)
Zbudowaliśmy małą orkiestrę botów (i nauczyliśmy się nie wierzyć pierwszemu google) Cześć....
信息来源：DEV Community
教程 / 实战普通
CogniBrain: A System Implementing Full Human Thought Pipeline for Conversational Reasoning
CogniBrain: Human Brain Synapse-Simulated Cognitive Thinking System Project...
信息来源：DEV Community
教程 / 实战普通
Architecting a Resilient DevSecOps Pipeline for Enterprise AI Agents
A four-stage DevSecOps CI/CD architecture for securing enterprise AI agents with GitHub Actions, secret scanning, AI-assisted review, Veracode SCA, and Pipeline SAST.
信息来源：DEV Community
教程 / 实战普通
31 articles vanished from my site. No error, no log — one hardcoded .limit(80).
31 articles vanished from my site. No error, no log — one hardcoded .limit(80). Read on:...
信息来源：DEV Community
教程 / 实战普通
Every 分享 Astra 视觉特效实战与 AI 写作的 13 条心得
Every 最新文章介绍一家创意工作室用 Astra 制作视觉特效，并整理了 13 条关于用 AI 写作的信念，还对一种新型模型做了 Vibe Check。
信息来源：Every：最新文章（网页）
教程 / 实战普通
Sticky in process, gone on restart: auditing the state your CLI daemon keeps in memory
A containment flag can be wired correctly, tested, documented, and still be a containment flag you do...
信息来源：DEV Community
教程 / 实战普通
I Built the MVP First. Then I Wrote the README.
I did this in the wrong order. At least, that was my first thought. I was building a small project...
信息来源：DEV Community
教程 / 实战普通
I Went Looking for a Better Embedding Model. The Problem Was the Text.
Back in June I wrote a post about the day I discovered that Apple's on-device embedding model can't...
信息来源：DEV Community
教程 / 实战普通
You Can't Give an AI a Job Until It Has a Lane
Most AI software still starts the same way. There is an empty box. You type something. The model...
信息来源：DEV Community
教程 / 实战普通
Token Buckets Do Not Belong on Free Inference
Admission control is a fence, not a conversation. A free language-model call is a variable-latency...
信息来源：DEV Community
教程 / 实战普通
Sign the Metric Before You Publish an Agent Score
A headline agent score is not a measurement until the metric function is frozen, hashed, and tested...
信息来源：DEV Community
教程 / 实战普通
CabinClaim - a cabin-rules desk search cannot run
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 Debug Paste Is a Data Transfer
You should treat every paste into a remote coding model as a copy you cannot delete later. The model...
信息来源：DEV Community
教程 / 实战普通
Free Capacity Is Spot. Committed Work Is Not.
You should not put a customer-facing job on free model access or a free server. The invoice looks...
信息来源：DEV Community
教程 / 实战普通
8 Papers on the Agent Harness Progress You Need to Know
Over the past two months, a cluster of papers has appeared on arXiv from teams at Alibaba's DreamX...
信息来源：DEV Community
教程 / 实战普通
Stage 4 of enterprise AI adoption: write and send behind approval
This is part 4 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
Ask twice: Jev's Choice splits its own vote
Sixty emotion words in one Choice splits its own vote. Two Choices in sequence scored 22/24 where a coordinate lookup scored 3/24.
信息来源：DEV Community
教程 / 实战普通
A Human Suite Is Not an Agent Harness: A Myth-Busting FAQ
Late on a Thursday, a reviewer opened a pull request that looked almost boring. Continuous...
信息来源：DEV Community
教程 / 实战普通
The Gauge Block Workshop
A Thursday lab in a converted machine shop still smelled like cutting oil. Twelve laptops sat on a...
信息来源：DEV Community
教程 / 实战普通
Building a Hybrid RAG System: Combining Neo4j Graph Memory with Vector Search
Most Retrieval-Augmented Generation (RAG) tutorials stop at "chunk your docs, embed them, throw them...
信息来源：DEV Community
教程 / 实战普通
We’ve Forgotten How to Write Fast Software (and How Gen Coding Fixes It)
The tech industry has a memory problem—and it goes far beyond uncollected garbage in the heap. We...
信息来源：DEV Community
教程 / 实战普通
I Built 12 MCP Tools for PDF Generation — Here's How Product Engineers Use Them
Product engineers spend hours writing boilerplate to generate invoices, contracts, and reports. I was...
信息来源：DEV Community
教程 / 实战普通
Building a production-ready AI chatbot with memory and context
Most chatbot tutorials end after the first response. Production chatbots need to remember what was...
信息来源：DEV Community
教程 / 实战普通
Using claude routines with github
Intro I've been using claude for some time now. I haven't touched on routines in claude...
信息来源：DEV Community · Claude
教程 / 实战普通
LimeWire's New Manifesto Is a Masterclass in WebGPU, Local AI, and Cloud Nihilism
If you thought LimeWire’s return was just a tired exercise in retro branding, their editorial column...
信息来源：DEV Community