AI Intelligence Archive
浏览 AIQB 已保存的 6421 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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ResearchOrdinary
Anatomical Grounding and Leakage-Aware Multimodal Contrastive Learning for Alzheimer's Disease Classification from Structural MRI
Deep networks trained on structural MRI for Alzheimer's disease (AD) staging often reach reasonable accuracy while attending to anatomically irrelevant regions, and multimodal models that add clinical tables frequently rely on variables th…
Source: arXiv
TutorialsOrdinary
What Happens When AI Outgrows the Tests We Use to Measure It?
TL;DR GPT-6 Astra has started another familiar AI conversation. The model is more capable, Jensen...
Source: DEV Community · GPT
TutorialsOrdinary
The Blog Was the Shelf, the Lab Is the Workbench
I did not build joacod Lab because the internet needed another portfolio. It already has plenty of...
Source: DEV Community
TutorialsOrdinary
Agents for Humans: an agent that refuses to guess what your letter says
Every country sends people letters they can't read. Many answer it the same way: a free help desk,...
Source: DEV Community
TutorialsOrdinary
I Added More AI Agents to the Problem. Nothing Changed.
I built one agent and multi-agent versions, put them through the same tests, and learned what...
Source: DEV Community
TutorialsOrdinary
A Log Line Saying "IGNORE ALL PREVIOUS INSTRUCTIONS" - Why Your AI Log Analyzer Needs a Defense
Logs are attacker-controlled input. If you paste them into an AI tool, the attacker can prompt-inject your analyzer. Here's how I built one that survives it.
Source: DEV Community
TutorialsOrdinary
The Redirect Is Part of the Threat Model: Hardening MCP Client Connections
I was reading the release notes for the MCP Python SDK while planning this month’s AAIF Ambassador...
Source: DEV Community
TutorialsOrdinary
Chesterton's half-implemented fence that he built just in case
There's a fun part of starting every new software engineering job as you navigate an unfamiliar...
Source: DEV Community
TutorialsOrdinary
Plausible Is What Gets Through
I ran the same logic against two market data vendors for the same period. Twelve percent of the...
Source: DEV Community
TutorialsOrdinary
Indirect prompt injection in a RAG pipeline: one attack, step by step, and what actually stopped it
Most write-ups about prompt injection show you the attacker typing something clever into the chat...
Source: DEV Community
TutorialsOrdinary
Designing agentic development workflows: where it hurts, and what to build first
Honest limitations of agentic development workflows, all seen in real runs, and the short list of what to build first if you are starting one.
Source: DEV Community
TutorialsOrdinary
Designing agentic development workflows: the cost of control
Item size, what a gate really costs in human attention, which decisions deserve the expensive model, and what the whole apparatus buys you.
Source: DEV Community
TutorialsOrdinary
How I Built a Verifier Engine That Catches AI Agents Lying About What They Did
Your AI agent just told you it sent the email. It didn't. Your AI agent just told you it deployed...
Source: DEV Community
TutorialsOrdinary
AI Made Hackathons Easier to Finish. That's the Problem.
Finishing a hackathon project used to mean something. Now it just means you had a good...
Source: DEV Community
TutorialsOrdinary
AI UI Design Without the Slop: Four Directions and a Choice
Season one of this story, From Prompt to Production, ended with a retrospective and a working app:...
Source: DEV Community
TutorialsOrdinary
What if your Rust application could run natively on desktop and in the browser without Electron.
That's the premise behind FUI-RS: a cross-platform, retained-mode UI framework built in Rust that...
Source: DEV Community
TutorialsOrdinary
Is AI Really Better at Coding Than Most Developers? Here's the Uncomfortable Truth
I've had this argument three times this month. Once with a client who wanted to skip hiring a junior...
Source: DEV Community
TutorialsOrdinary
Top 5 AI Governance Tools for Enterprises (2026)
AI governance has already become one of the most important parts of running AI in production. As...
Source: DEV Community
TutorialsOrdinary
I looked at 558 AGENTS.md files: here's a 5-minute check for yours
85.7% of AGENTS.md files prohibit things, only 13.6% record a gotcha. The measured base rates across 558 files, the two slots nobody fills, and a 5-minute check for your own file.
Source: DEV Community
TutorialsOrdinary
Designing agentic development workflows: principles for a workflow you can trust
The principles that keep an agentic workflow honest: where run state lives, what makes a gate a real check, and who gets to decide when a build loop stops.
Source: DEV Community
TutorialsOrdinary
0/60 Wasn't the Model: The Empty Haystack Behind My Two Worst Corpora
Update — v0.3.1 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
Source: DEV Community
PerspectivesOrdinary
Humanist AI in practice: A public consultation on our Code of Conduct for MAI Models
Source: Microsoft AI:官方博客(网页)
TutorialsOrdinary
I Found Two Bugs in a Hackathon's Judging Tool. Neither Explained Why I Lost.
I built StacksNG for the Africa Deep Tech Challenge 2026: an offline coding assistant grounded in the...
Source: DEV Community
TutorialsOrdinary
The Unboring Truth About Boring Tech: How Startups Accidentally Build Research Labs
The Unboring Truth About Boring Tech Or: How Startups Accidentally Build Research...
Source: DEV Community
TutorialsOrdinary
I labeled 558 AGENTS.md files. Here's what they say — and what almost nobody writes down
558 AGENTS.md files, labeled against 9 categories and measured on held-out samples: 85.7% ban something, 13.6% write down a gotcha — and a third of those aren't gotchas.
Source: DEV Community
TutorialsOrdinary
I built a skill that explains you, your AI Slop!
A problem every hackathon builder who is vibe coding has: a lot of times, the demo works; you built...
Source: DEV Community
TutorialsOrdinary
Why Can't You Debug an AI Agent the Way You Debug an API?
I spent two hours staring at a terminal that said nothing useful. The agent had "succeeded." Status:...
Source: DEV Community
TutorialsOrdinary
What Is an Agent Harness? Harness Engineering Explained
An agent harness is everything around the model that gives it grounding in reality: the tools it can...
Source: DEV Community
TutorialsOrdinary
How I designed a Claude skill that turns call notes into action items
After a client call, the same admin always follows: reread the notes, work out what was actually...
Source: DEV Community · Claude
TutorialsOrdinary
Every AI assistant reads a different web. I counted the citations in 141 answers
I put the same 47 buying questions to ChatGPT, Perplexity and Google AI Mode on the same day, and...
Source: DEV Community · ChatGPT
TutorialsOrdinary
A call for --help got out of hand
An overnight coding assistant asked a scheduling script for help and accidentally ran it. The command discarded the errors that could explain the failure.
Source: DEV Community
TutorialsOrdinary
2.1 Billion Tokens for $19: DeepSeek V4.1 Flash Changed the Economics of Agentic Software Engineering
A week ago I published a fairly absurd number: 612.9 million tokens for $28.35. That was DeepSeek...
Source: DEV Community · DeepSeek
TutorialsOrdinary
Your AI SDK chat table breaks every six months
Open lib/db/schema.ts in Vercel's ai-chatbot template and look at line 42: export const message =...
Source: DEV Community
TutorialsOrdinary
Creating a Custom Agent in 5 Minutes
Agents are cool, we know that, but making them can seem daunting. But actually it can be super easy,...
Source: DEV Community
TutorialsOrdinary
Empty Is Not a State
Your poller returned None. What happened? Maybe the source published nothing new. Maybe the server...
Source: DEV Community
TutorialsOrdinary
How to Add a Verification Loop to Your AI Agent in 30 Minutes
AI agent loops can produce an output, run some checks and move on without establishing that the...
Source: DEV Community
TutorialsOrdinary
Vibe Coding Was Supposed to Kill Software Engineering. Instead, It Exposed What Engineering Actually Is.
The strange thing about AI coding isn't that machines can write software now. It's that we're...
Source: DEV Community
TutorialsOrdinary
Six Bugs That Taught Me How to Build an AI Agent That Doesn't Fall Over
For the past several months I've been running a voice-driven AI assistant of my own design,...
Source: DEV Community
TutorialsOrdinary
From a feature request to reviewed delivery: getting started with codex-sdlc
A feature request involves more than writing code. Someone needs to clarify the requirements,...
Source: DEV Community
TutorialsOrdinary
Langfuse : combler l'angle mort de l'observabilité des agents IA
Le constat : Grafana, Datadog et consorts ne suffisent plus Depuis quelques années, nous...
Source: DEV Community