AI Intelligence Archive
浏览 AIQB 已保存的 6433 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
DAGent: Evaluate-then-Grow Planning for Deep Research Agents
Deep research tasks require agents to navigate large knowledge spaces, synthesize evidence across many sources, and adapt their plans as findings emerge. Directed acyclic graph (DAG)-based multi-agent systems suit this setting because they…
Source: arXiv · GPT / Qwen
ResearchOrdinary
Linear Recurrent Memory Suffices to Distil a World-Model Policy for Robot Air Hockey
Does memory-dependent control need nonlinear recurrent dynamics? We study simulated air-hockey defence under temporary loss of puck tracking. A DreamerV3 teacher outperforms a memoryless policy under tracking loss, while resetting the teac…
Source: arXiv
ResearchOrdinary
Rep2Skill: Representation-Guided Skill Self-Evolution for LLM Agents
Textual skills enable large language model (LLM) based agents to accumulate reusable procedural knowledge without updating model parameters. Yet existing skill evolution remains largely confined to the text space: an optimizer must diagnos…
Source: arXiv
TutorialsOrdinary
N-grams: the language model before language models
Before transformers, before word embeddings, before anyone said "attention is all you need",...
Source: DEV Community
TutorialsOrdinary
14 Personal AI Agents in 2026: A Technical Guide to Architecture, Memory, Tools & Autonomy
The New Personal Agent Era: 14 Architectures Redefining Personal AI For the past few...
Source: DEV Community
TutorialsOrdinary
SignalForge: Building a Memory-Enabled Competitive Intelligence Agent
Competitive intelligence is not simply about knowing what competitors are doing today. The real...
Source: DEV Community
TutorialsOrdinary
Driving Your Real Microsoft Edge Tabs from AI Agents with edge-agent-bridge
Most browser automation tools built for AI agents start from an inconvenient premise: they assume...
Source: DEV Community
TutorialsOrdinary
My Coding Agent Built a Gas Station Monitor
At 02:01 one night, Telegram got a message from my personal portal: 🟢 You can go for 95-octane It...
Source: DEV Community
TutorialsOrdinary
AI Coding Tips I Actually Use Every Day (Cursor + Angular)
I've been talking to my editor, asking one AI model to review another's work, and letting agents...
Source: DEV Community · Cursor
TutorialsOrdinary
I've been a developer for 10 years. AI just showed me I only had one real skill."
Last Sunday I built an invoice tracker for a friend who runs a small shop. Nothing clever. I...
Source: DEV Community
TutorialsOrdinary
How an agent verifies a webpage it can never look at
mount, flush, fakeServer and mountRouting. The four helpers that let an agent verify a page the way the app uses it, from vitest, without a server or a browser.
Source: DEV Community
TutorialsOrdinary
A sandboxed agent asked for one wider tier. The answer had to be a protocol, not a dialog box.
Our agent runs commands through three confinement tiers: read-only, workspace-write,...
Source: DEV Community
TutorialsOrdinary
Bureau of Almost-Happened Events — a counterfactual archive on a document graph
Bureau of Almost-Happened Events A counterfactual story archive where every docket is a...
Source: DEV Community
TutorialsOrdinary
The Data Was Public. The Agent Path Wasn't. So His Mock Became My Documentation.
Two commands against the same data. Run them yourself: $ curl -sS --get...
Source: DEV Community
TutorialsOrdinary
Physical AI: Why the Next Big Frontier Is Giving Software Agents Hands
Why physical AI is the next step for reasoning models: long-horizon tool loops, hardware as stateful APIs, humanoid robots, and Isaac Lab gear assembly.
Source: DEV Community
TutorialsOrdinary
KontrakAman: Ketika AI Agent Turun Tangan Membela Hak Pekerja Indonesia
Berapa banyak dari kita yang benar-benar membaca setiap pasal di kontrak kerja sebelum...
Source: DEV Community
TutorialsOrdinary
I built an open-source browser agent that runs on your local LLM (and now plugs into Claude Code via MCP)
Most "AI in the browser" extensions I tried had the same three problems: closed source, locked to one...
Source: DEV Community · Claude
TutorialsOrdinary
Claude Fable 5.1 solves the Cyphral Distich, then hacks a chess eval
Claude Fable 5.1 solved the Cyphral Distich, a 1653 cipher, in 44 minutes: the key was the book. The same week it hacked a chess eval in 3 of 10 games.
Source: DEV Community · Claude
TutorialsOrdinary
A 429 that has not cleared in 111 days is not a rate limit
I run a small daily pipeline that pushes my sitemap URLs to IndexNow and to Bing's direct submit...
Source: DEV Community
TutorialsOrdinary
Why You Should(n’t) Use AI: The Trouble With Reading Carefully
A few years ago, I saw the Cloud Resume Challenge and thought to myself that it would be a fun...
Source: DEV Community
TutorialsOrdinary
🎡 Social Ferris Wheel: Sanity is the Hub
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What...
Source: DEV Community
TutorialsOrdinary
I tried to learn GitHub Actions twice: I failed the first time, but AI helped me succeed the second time
The first time I tried to deploy a static site using GitHub Actions, I gave up halfway through the...
Source: DEV Community
TutorialsOrdinary
DOGFOOD 26'
Building a judging platform in 72 hours: the maths that fought us, a role-isolation bug, and...
Source: DEV Community
TutorialsOrdinary
1:30 AM Happens Twice on November 1. Most AI Models Picked One and Moved On.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Time zones...
Source: DEV Community
TutorialsOrdinary
ScholarStack: Autonomous Financial Aid Compliance & Non-Stacking Gate via Sanity Context MCP
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Catching LLMs in a lie: packages that don't exist
Ask a language model which library to use and it answers with a list of names. Most are real. Some...
Source: DEV Community
TutorialsOrdinary
Vibe Was Never the Problem. But the Missing Half Starts Before the Build.
Why vibe coding needs software engineering before we let the agents loose. Don's loop gets the...
Source: DEV Community
TutorialsOrdinary
Stop counting duplicated lines: I rank copy-paste by what it costs me
An MCP server that finds duplicated code by meaning, ranks it by what it costs to keep, and hands the worst of it to my AI agent.
Source: DEV Community
TutorialsOrdinary
Googlebot Crawl Management: Why Facets, Pagination and Languages Can Expand Small Sites
A website does not need a huge content library to create a huge number of URLs. Product filters,...
Source: DEV Community
TutorialsOrdinary
I Asked AI to Improve My Resume. It Started Asking Me for Numbers Instead.
The usual AI resume flow looks like this: old CV + job posting → LLM → improved CV Enter...
Source: DEV Community
TutorialsOrdinary
OpenAI DevDay 2026: every announcement, with prices and availability
OpenAI DevDay 2026 recap: dots, GPT-6.1 Sol at $2/$10, Ultrafast, Pro 500, Decisions API, Codex cloud, Agents API and Sign in with ChatGPT.
Source: DEV Community · OpenAI / ChatGPT / GPT
PerspectivesOrdinary
Charlie Holtz 分享 X 链接
https://x.com/charlieholtz/status/2105021622755480000
Source: X:Charlie Holtz(@charlieholtz)
TutorialsOrdinary
Cloudflare Built EmDash. I Built NeighDash.
Hello World, Goodbye PHP The first post on this blog is dated 1999 and says, in its...
Source: DEV Community
TutorialsOrdinary
I couldn't find a good Google Trends MCP. So I just built one
A free, local Google Trends MCP for AI-assisted SEO, content research, AEO, and GEO. Content...
Source: DEV Community
TutorialsOrdinary
Don't Block Your GPU: Architecting a Distributed AI Audio Backend with FastAPI, Celery, and Redis
1. The Event Loop Trap (Why Your API is Crashing) You’ve just built a brilliant AI audio...
Source: DEV Community
ModelsOrdinary
ARC Prize 公布 GLM 5.3 Flash 评测结果
@Zai_org @OpenRouter @baseten - 排行榜:https://arcprize.org/leaderboard - 复现公开结果:https://github.com/arcprize/arc-agi-benchmarking - 测试政策:https://arcprize.org/policy - GLM 5.3 Flash 完整结果:https://arcprize.org/results/zai-glm-5-3-flash
Source: X:ARC Prize (@arcprize) · GLM
ResearchOrdinary
Skill-Space Shooting for Autonomous Robot Policy Improvement
Robots deployed in the physical world must be able to improve beyond their initial training as they encounter new situations and failures. For this improvement to scale across tasks, it must make effective use of experience without requiri…
Source: arXiv
ResearchOrdinary
Imagine3D-LLM: Teaching MLLMs to Imagine 3D Scenes Before Answering
Reasoning about the 3D world from multi-view images remains a fundamental challenge for Multimodal Large Language Models (MLLMs). While modern MLLMs handle single-image inputs effectively, they struggle to integrate evidence across viewpoi…
Source: arXiv
ResearchOrdinary
Breakdown of Local Denoising as Semantic Speciation
The dynamics of generative models exhibit two apparently distinct temporal windows: a speciation window, in which a sample commits to a semantic class, and a nonlocality window, in which local context windows become insufficient for genera…
Source: arXiv
ResearchOrdinary
STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization
Linear attention replaces growing KV caches with fixed-size recurrent states, yet these persistent states can become a substantial memory bottleneck under concurrent serving. Directly quantizing recurrent states to low precision often lead…
Source: arXiv · Qwen / Kimi