AI Intelligence Archive
浏览 AIQB 已保存的 9739 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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TutorialsOrdinary
Silent success is worse than a loud agent crash
An agent that fails loudly is annoying. An agent that says "done" while nothing ran is...
Source: DEV Community
TutorialsOrdinary
Choosing Video Frames by Content Instead of by a Clock
At an equal frame budget, uniform sampling missed 9 of 28 shots across five real videos and spent 12 of its 40 frames re-photographing things it had already seen. Content-aware selection missed none and wasted two; here is the measure wher…
Source: DEV Community
TutorialsOrdinary
Stop Rewriting Your CV: Tailor One Base CV for Every Job Application
I used to keep six versions of my CV in one folder. CV_final.docx, CV_final_v2.docx,...
Source: DEV Community
TutorialsOrdinary
Three Agent Harnesses, One Loop
Claude Code's agent loop is 1,729 lines. Codex's is 983. Pi's is 794. Three teams, three languages, no shared code, and the loop lands in the same place every time. What does not converge is where each one puts its boundary, and that turns…
Source: DEV Community · Claude
TutorialsOrdinary
Your embeddings forget exactly like a human brain does
We reproduced the Ebbinghaus forgetting curve and the classic false-memory rate using unmodified pre-trained embeddings, with no parameter tuning. Here is why your agent memory decays.
Source: DEV Community
TutorialsOrdinary
Step up to the Sheets: AI Eval Export and Illustrating Data
Welcome to part three of our series about designing, analyzing and visualizing AI Evals! As with the...
Source: DEV Community
TutorialsOrdinary
OpenCode + DeepSeek V4: The Budget Combo That Doesn't Feel Like a Budget Combo 🐋
Overview Hey everyone 👋 I've spent the last few weeks running most of my daily coding...
Source: DEV Community · DeepSeek
TutorialsOrdinary
Building an AI hairstyle analyzer: why generating hairstyles was the easy part
AI image generation has gotten surprisingly good. Give a model a portrait and a hairstyle...
Source: DEV Community
TutorialsOrdinary
The Clone Test: One Command That Tells You Whether You Own Your AI-Built App
Every AI app builder demo shows the same arc: one sentence in, a working interface out. What no demo...
Source: DEV Community
TutorialsOrdinary
Check your MCP server for the four defaults that caused 40 CVEs last week
Forty-two CVEs mentioning MCP were published between 2026-08-25 and 2026-09-01. Nine at CVSS 9.0 or...
Source: DEV Community
ResearchOrdinary
Model switching mid-run has a handoff tax: stronger models often do better with less of a weaker mod…
Source: X:Rohan Paul (@rohanpaul_ai)
TutorialsOrdinary
The engineering behind an AI agent that ships real Roblox games
My AI agent has now shipped three Roblox games: a pet daycare, an outback tycoon, and a hidden-object...
Source: DEV Community
TutorialsOrdinary
When Everyone Can Generate Code, Reading It Becomes the Rare Skill
For most of my career, writing code was the bottleneck. Getting a working script, a config, a service...
Source: DEV Community
TutorialsOrdinary
Building With AI When You Don't Know Architecture: A Survival Guide
Let me describe a moment you might recognize. You had an idea for an app. You didn't know how to...
Source: DEV Community
TutorialsOrdinary
NocoBase 3.0 answers AI coding by becoming the foundation
NocoBase has been publishing 3.0 alphas since July 30th. As of today it is at 3.0.0-alpha.13. There...
Source: DEV Community
TutorialsOrdinary
I Can’t Read Music, But AI in Music Made Me Feel Like a Producer
Have you ever had a melody, lyric, or song idea stuck in your head but felt completely unqualified to...
Source: DEV Community
TutorialsOrdinary
Before You Install That MCP Server, Check It for Tool Poisoning
You added an MCP server to your AI setup last week. Do you actually know what its tools can tell your...
Source: DEV Community
TutorialsOrdinary
Why I Chose Gemma 4 E2B for Subra AI: The Reality of Running LLMs on Mid-Range Phones
Introduction: The Anti-Cloud Philosophy In an era dominated by server-side APIs, Subra AI...
Source: DEV Community
TutorialsOrdinary
Building a Reliable Photo-to-Video Workflow in Next.js
AI media generation looks simple in a product demo: upload an image, enter a prompt, and wait for a...
Source: DEV Community
TutorialsOrdinary
Bigger Context Windows Aren't Making Your AI Smarter (And Here's Why)
Every few months, another model ships with a bigger context window. 1M tokens. 2M. Someone's already...
Source: DEV Community
TutorialsOrdinary
How Do You Build Your First Eval Set for an Agent?
Someone asks whether the AI feature has got worse, and the room cannot answer. Not because the team...
Source: DEV Community
TutorialsOrdinary
AI Operating Model: Why Scaling AI Is an Organisational Design Problem
An AI operating model connects governance, decision rights, delivery, capability and human judgement so enterprise AI can scale beyond pilots.
Source: DEV Community
TutorialsOrdinary
Validate the manifest, reject on failure, and your plugin client is non-conformant
Agent Plugins 1.0.0 ships a JSON Schema for plugin.json. It sets additionalProperties: false. So the...
Source: DEV Community
TutorialsOrdinary
9 Bugs That All Looked Like a Working System
AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback....
Source: DEV Community
TutorialsOrdinary
I Built 50+ AI Products in 4 Years — Here's What I Wish I Knew at the Start
Since 2021, our team at Autor has shipped over 50 AI products across healthcare, fintech, logistics,...
Source: DEV Community
TutorialsOrdinary
The Open-Source 3D Video Studio in Your Browser
Transform raw screen recordings into stunning cinematic product walkthroughs entirely in your...
Source: DEV Community
TutorialsOrdinary
I wrote a song about vibe coding (and built the whole music video with AI agents)
I used to write code. Now I write prompts. Then I review the code I didn't write. Then I fix the bugs...
Source: DEV Community
TutorialsOrdinary
I Followed the Appeal Path. There Was No Appeal.
This is part four of the Defender Access series. Each part is standalone, but here is the thread if...
Source: DEV Community
TutorialsOrdinary
Anthropic’s Reward Seeker Study Shows How Training Can Produce Misaligned AI Behavior
Anthropic has published a containment-focused experiment that examines a central AI safety problem:...
Source: DEV Community · Claude
ResearchOrdinary
Enoki: Efficient Multi-Level Hallucination Detection
Source: HuggingFace Daily Papers(社区热门Research) · Hugging Face
PerspectivesOrdinary
some interesting stuff from Zhipu's earning transcript. and some RSI signal - "The next-generation…
Source: X:Rohan Paul (@rohanpaul_ai)
TutorialsOrdinary
Did it pay? Live status of AI agent job boards (1 Sep 2026)
Every few weeks another "AI agent job board" launches, promising that autonomous workers can finally...
Source: DEV Community
TutorialsOrdinary
I Tested Three Vision Models on Catalog Images: OCR Was the Easy Part
Converting a visual product catalog into structured, queryable data sounds simple on paper: Send...
Source: DEV Community
TutorialsOrdinary
The reader named the payload the estimator walks past. The fix took 74 minutes.
Body: Post 3 of this series measured a token estimator against reality: 148K estimated, 222K real,...
Source: DEV Community
TutorialsOrdinary
The safety layer that had never run
I spent a week building a system whose entire argument is that an AI agent cannot spend more than you...
Source: DEV Community
TutorialsOrdinary
Your agent architecture probably cheats at the last inch
Every agent architecture diagram I have seen in the last year has a box in it labelled something like...
Source: DEV Community
TutorialsOrdinary
Foundry IQ Auth, Explained: Managed Identity, OBO, and Everything Between
Foundry IQ's pitch is that your agents get one endpoint for grounded, cited, multi-source context...
Source: DEV Community
TutorialsOrdinary
Using an embedded feedback loop to develop with AI agents
I wanted to see what would happen if an AI coding agent had to work on a real embedded device, not...
Source: DEV Community
TutorialsOrdinary
I asked one model to review another, and it found a bias I would not have
I spent five days building an autonomous system that owns the vulnerability remediation lifecycle —...
Source: DEV Community
TutorialsOrdinary
Built an agent fleet that helps farmer's for free
I built this for the All Things Agentic Hackathon. This post covers how it works and what broke along...
Source: DEV Community