AI Intelligence Archive
浏览 AIQB 已保存的 9747 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
LLM-Generated Feature Pools for Time Series Anomaly Detection
We study how far a simple statistical pipeline can go on univariate time series anomaly detection under a strict selection protocol. The method extracts a small pool of statistics over sliding windows, scores each window with a transductiv…
Source: arXiv
ResearchOrdinary
CASCADE Against Jailbreaks: Combination Across Stages with Controlled Attack-Defense Evaluation
Defenses against jailbreak attacks on Large Language Models (LLMs) operate at different pipeline stages, such as input modification or output guard, but it remains unclear which defenses to deploy at each stage and how to combine them. Pri…
Source: arXiv
ResearchOrdinary
RegKT: Interpretable and Robust Deep Knowledge Tracing With IRT-Regularizer
As deep learning models continue to advance, knowledge tracing models have achieved higher accuracy. However, these gains come at the cost of reduced interpretability, which is crucial for practitioners in educational settings to adopt new…
Source: arXiv
ResearchOrdinary
Per-Aetiology Contrastive Severity Embeddings with Phonological Pseudo-Labelling for Multilingual Dysarthric Speech
Most multilingual dysarthria-severity systems either train on a single aetiology-language pair or pool heterogeneous aetiologies into one label space. We test that pooling assumption with four matched HuBERT-base contrastive embedding mode…
Source: arXiv
ResearchOrdinary
From Pretraining to Proficiency: Real-World Subtask RL for Long-Horizon Manipulation with Minimal Human Intervention
A pretrained robot foundation policy may execute most of a long-horizon task yet repeatedly fail at a few critical subtasks. Collecting additional full-task demonstrations for supervised fine-tuning (SFT) requires operators to repeat behav…
Source: arXiv
TutorialsOrdinary
I Built Five Self-Improving Loops in One Evening. They All Had the Same Bug.
Quick disclosure up front, because it matters for how much weight to put on anything below: this was...
Source: DEV Community
TutorialsOrdinary
The Polish Retro: What a Redesign Really Costs
Ten parts ago, ClinicLive worked but looked like the template it was born from. This series made the...
Source: DEV Community
TutorialsOrdinary
Build a Dispatch Command Centre with ToolJet MCP
Introduction You build a dispatch command centre with ToolJet MCP for a regional broadband...
Source: DEV Community
TutorialsOrdinary
How we took a SaaS AI assistant from 30 second answers to under 3, across 40,000 PDFs
A US automotive SaaS product had an AI assistant that missed intent and took up to 30 seconds to answer over 120 GB of documents. What we rebuilt, wha
Source: DEV Community
ResearchOrdinary
Beyond Benchmark Scores: Auditing Medical Vision-Language Models for Chest X-Ray Tuberculosis Screening
A medical model's benchmark score does not establish that the same conclusion holds under a different evaluation. This study tests whether claims about model ranking, score reliability and screening performance survive changes in cohort, p…
Source: arXiv
TutorialsOrdinary
I almost replaced Lovable with a $5 VPS, Dokploy and one MCP gateway
Lovable is nice. You describe a site, an agent writes it, you click publish. It also costs $25–50 a...
Source: DEV Community
TutorialsOrdinary
Métricas de efetividade de uso de IA — Spark Monitor
Métricas de efetividade de uso de IA — Spark Monitor Resumo da pesquisa sobre como medir...
Source: DEV Community
TutorialsOrdinary
You can create any workflow or pipeline you want with DSCI and LLM
How to create any sort of pipelines using DSCI and LLM
Source: DEV Community
TutorialsOrdinary
Building an enterprise Claude Code marketplace
If you're rolling out Claude Code across a company, at some point you’ll eventually hit the same...
Source: DEV Community · Claude
TutorialsOrdinary
AI Agent Skills: Everything You Need to Know
In 2024, AI coding agents (Claude, Cursor, Copilot, etc.) became capable enough to do real work....
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
How to Embed Your App in AI Clients with MCP: Complete Guide for Product Leaders
How to embed your app in Claude, ChatGPT, Cursor, Copilot, and Gemini via MCP. Strategy, embedding depth, auth, build-vs-buy, and discovery for 2026.
Source: DEV Community · ChatGPT / Claude / Gemini
TutorialsOrdinary
MCP Auth and Security: OAuth, Scopes, and Enterprise Permissions Guide
MCP authentication: OAuth 2.1 + PKCE, Dynamic Client Registration, scope design per-resource per-verb per-sensitivity, audit logs, and SOC 2 mapping.
Source: DEV Community
TutorialsOrdinary
MCP Client Comparison: Claude vs ChatGPT vs Cursor vs Copilot vs Gemini
MCP client comparison: Claude, ChatGPT, Cursor, Microsoft Copilot, Gemini, Perplexity. Distribution, auth, audience, and discovery side-by-side.
Source: DEV Community · ChatGPT / Claude / Gemini
TutorialsOrdinary
What It Costs to Build an MCP Server in 2026
MCP server cost in 2026: $100K–$300K read-only, $300K–$700K with actions, $1M+ agent-resident, plus $5K–$25K/month to maintain. Why using one is
Source: DEV Community
TutorialsOrdinary
iOS 26 didn't kill custom vocabulary — you're adding it to the wrong module
This is a condensed version. The full write-up — the module decision table, the customized...
Source: DEV Community
TutorialsOrdinary
I let a one-shot Sonnet 5 agent QA a live app. Then I ran our QA tool on the same one.
Every week, someone tells me our company shouldn't exist. The line is always some version of this:...
Source: DEV Community
TutorialsOrdinary
Put a permission gate on your AI agent in 5 minutes (MCP + Claude Code + CI)
Your agent's permissions drift silently. A PR adds an MCP server with write scope, or allow: Bash(*)...
Source: DEV Community · Claude
TutorialsOrdinary
Jev vs Claude: Who Wins?
I did not need Jev to beat Claude or Kimi on a benchmark. I needed to know whether I could trust it...
Source: DEV Community · Claude / Kimi
TutorialsOrdinary
Your SKILL.md is production config. Test it like one.
Your SKILL.md is production config. Test it like one. You maintain agent skills — the...
Source: DEV Community
TutorialsOrdinary
What a 401 Means to an MCP Client
Twice in this series, a client refused to connect to a working MCP server, and both refusals looked...
Source: DEV Community
TutorialsOrdinary
My Journey to Becoming a Microsoft Innovative Educator Expert
Hi, I'm Duke from Nexus, I’m proud to share a meaningful milestone in my professional journey: I...
Source: DEV Community
TutorialsOrdinary
Should you harness the harness: what Archon is, and how you use it
What using a workflow engine is like: the front doors, the reusable pieces, the five claims Archon makes for itself, and the rough edges that come with it.
Source: DEV Community
TutorialsOrdinary
LimeWire just dropped an unhinged manifesto on the AI industry - and they’re terrifyingly right
Like most developers who survived the 2000s, seeing the name LimeWire in 2026 usually triggers a mild...
Source: DEV Community
TutorialsOrdinary
Compute as Currency: The IAM Failure in the Agentic Economy
Autonomous workloads under resource constraints develop independent incentive structures. The AI...
Source: DEV Community
TutorialsOrdinary
A prompt told me my tool was built on a product that doesn't exist
I ran a comparison prompt against Gemini to see how it described the CLI I maintain. It came back...
Source: DEV Community · Gemini
TutorialsOrdinary
Your agent issued a €1,180 payment. Your traces can't prove it.
A claims-processing agent read a file, checked a policy, and issued a €1,180 transfer. The function...
Source: DEV Community
TutorialsOrdinary
Your AI Agent Has Too Many Permissions: A Practical Guide to Not Getting Burned
Somewhere right now, an AI agent has a standing API key with more access than the intern you'd never...
Source: DEV Community
TutorialsOrdinary
The Navier–Stokes Problem Has Survived for a Century. Did AI Find Something New?
Imagine dropping a small stone into a perfectly calm lake. You see the ripples moving outward. It...
Source: DEV Community
TutorialsOrdinary
I Asked AI to Review My Code. It Found Bugs I Didn't See.
For a long time, I used AI in software development for one primary purpose: Write the code. Give it...
Source: DEV Community
TutorialsOrdinary
The rule that killed "Just Start Coding" at our Hackathon
GDG Basilicata and the IEEE Student Branch at the University of Basilicata, together with the...
Source: DEV Community
TutorialsOrdinary
MODELAIR Uses AI-Powered 3D Digital Twins for Street-Level Air Quality Insights
The EU-funded MODELAIR project is developing AI-enabled 3D digital twins designed to predict urban...
Source: DEV Community
TutorialsOrdinary
"What 22 Days of Building AI Systems Taught Me: Grounding, Evals, and Control"
What 22 Days of Building AI Systems Taught Me: Grounding, Evals, and Control I started...
Source: DEV Community
TutorialsOrdinary
An Introduction to Wontopos, the Memory API I Work On
My posts here so far have only been about the benchmark I'm working on. This time I want to introduce...
Source: DEV Community
TutorialsOrdinary
Your Agent's Retry Logic Is an Event-Driven Systems Problem
Most of the event-driven architecture I've built started the same way: a synchronous call chain that...
Source: DEV Community
TutorialsOrdinary
Nvidia Just Let Rust Into CUDA. Here's Why That's a Bigger Deal Than It Sounds
Nvidia shipped two native Rust tracks for writing CUDA kernels — cuda-oxide and cutile-rs. No FFI, no wrapper, compiler-enforced memory safety on the GPU. Here's what it does, what it doesn't, and why the moat conversation just changed.
Source: DEV Community · NVIDIA