AI Intelligence Archive
浏览 AIQB 已保存的 9759 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
Early Signatures of Memorization in Diffusion Models via Basin Geometry and Cyclic Denoising
Diffusion models generalize early in training and later reproduce individual training samples. Standard tests detect memorization only once one-shot generation produces near-copies, leaving a released model unaudited until its outputs fail…
Source: arXiv
TutorialsOrdinary
Freeze the Benchmark Card Before an Agent Score Ships
A coding-agent score is evidence only when the dataset, the metric, and the control surface are...
Source: DEV Community
ResearchOrdinary
$σ$Transfer: Uncertainty Transfer from Small to Large Networks under $μ\mathrm{P}$
Reliable predictive uncertainty in Laplace approximations depends critically on the prior precision, yet selecting it requires a posterior sweep that is prohibitively expensive for neural networks with billions of parameters. Under the Max…
Source: arXiv
ResearchOrdinary
Evi-VN: Hard Region Guided Virtual Node Evidence Injection for GNN-Based Fraud Detection
Online platforms contain growing numbers of bots, deceptive reviewers, and scam accounts that imitate legitimate users. Such camouflage blurs graph neighborhoods and behavioral attributes, making it difficult for graph neural networks (GNN…
Source: arXiv
ResearchOrdinary
Constrained Command-Conditioned Reinforcement Learning with Bandit Strategy Selection in Real-Time Strategy Games
Deep reinforcement learning agents reach strong performance in real-time strategy games but can be brittle against opponents outside their training distribution. Separating strategic command selection from learned unit control allows diffe…
Source: arXiv
ResearchOrdinary
Lamarck's Driving School: Discovering Autonomous Driving Training Strategies through Evolutionary Competition
Autonomous driving capabilities depend strongly on the distribution of scenarios encountered during training. Existing methods commonly construct or dynamically adapt training scenario distributions using surrogate criteria such as realism…
Source: arXiv
ResearchOrdinary
DIAL-OPD: Learning More from Fewer Tokens in On-Policy Distillation
On-policy distillation (OPD) supervises student-generated trajectories with token-level teacher signals. Its sampled-token variant avoids the cost of full-vocabulary probabilities. Yet we find that training on fewer tokens can outperform f…
Source: arXiv
TutorialsOrdinary
How Our Engineering Team Uses AI, Part II: Meat Proxies
Originally published on metalbear.com. In January we published How Our Engineering Team Uses AI. The...
Source: DEV Community
ResearchOrdinary
Harness Evolution Hits a Ceiling: When Weight Training Should Begin
Improving a long-horizon LLM agent means evolving the harness around a frozen model or training its weights. We let a self-evolving harness make the system stronger first, then cross seed and evolved harnesses with base and trained weights…
Source: arXiv · Qwen
ResearchOrdinary
Evidence-Traceable Dynamic Interviewer Architecture for Expertise-Adaptive Qualitative Interviews Using Local LLMs
Automated interviewers and conversational agents are increasingly used in research, recruitment, customer service, and education. However, many existing systems rely on fixed question sequences and provide limited context-based personaliza…
Source: arXiv
TutorialsOrdinary
Prompt Heist: a game where you talk your way past Gemma-powered guards (and learn how to defend AI apps)
What we built Prompt Heist is a browser game about prompt injection. You are the Cipher...
Source: DEV Community
TutorialsOrdinary
Building TrialBridge: An AI clinical trial matcher built in a single hack day
We, Team Latent, built TrialBridge during the Hacktoberfest Hack Day Coimbatore x (INIT Club &...
Source: DEV Community
TutorialsOrdinary
RepairVision: An Intelligent Repair Café Platform for Multimodal Fault Diagnosis and Sustainable Electronics Repair
Every week, perfectly fixable things end up in the bin. A kettle with a tripped fuse. A lamp with a...
Source: DEV Community
TutorialsOrdinary
Prompt Heist: I Built an Ancient-Kingdom Game That Teaches AI Security
I built Prompt Heist for the Hacktoberfest Hack Day (Coimbatore x Init Club and Idea Club). It is a...
Source: DEV Community
TutorialsOrdinary
700 manuscripts, 48 hours, three withdrawals. The verifier won.
OpenAI published hundreds of AI-produced math results before fully formalizing them. Two days later, three are gone — and that is the system working, not failing.
Source: DEV Community · OpenAI
TutorialsOrdinary
Web Components did not fail!
My comment to yesterdays Dev.to post: Web components failed. We can fix them became a full post: ...
Source: DEV Community
TutorialsOrdinary
My RAG system didn't need more agents. It never saw the evidence
GroundedDocs answers questions over a document set with exact citations and refuses when the evidence...
Source: DEV Community
TutorialsOrdinary
FloraQuest: Offline-First Trail Botanist & Wild Forager (Tuned with Tinker, Backboard Memory, Deployed on Render)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
I showed AI the buggy code. Its tests started protecting the bug.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I've been a...
Source: DEV Community
TutorialsOrdinary
Your repo is not trusted context. What I changed after giving coding agents real repositories
I use coding agents across real repositories every day. I run a small security firm, and between...
Source: DEV Community
TutorialsOrdinary
Spellcheck can't fix "chai GPT": building an LLM caption checker on $5 a month
Here's a line from YouTube's auto-captions on a lecture about attention in neural...
Source: DEV Community · GPT
TutorialsOrdinary
I Benchmarked My AI Carb Counter on 400 Meal Photos: 8 Models, 1 Holdout Set
I build Soba, an iPhone app that looks at a photo of a meal and estimates the carbs in it. People...
Source: DEV Community
TutorialsOrdinary
Trailnote: Plan the Walk. Make the Note. Put the Phone Away.
🌿 Trailnote — An AI Trail Companion That Tells You to Put Your Phone Away My submission...
Source: DEV Community
TutorialsOrdinary
I built an AI browser extension in a month with an AI coding assistant. The code was the easy part.
Store reviews, users who couldn't reach the store, payments and analytics. What building a solo AI side-panel extension actually took.
Source: DEV Community
TutorialsOrdinary
I Built an AI Chinese Tutor That Actually Knows the HSK Syllabus
Most AI chat tools are terrible language tutors. Ask a generic chatbot to practice Chinese with you...
Source: DEV Community
TutorialsOrdinary
Enterprise SaaS Integration Checklist: APIs, SSO, Data & Monitoring
The biggest enterprise integration risk in 2026 is not AI. It is operational neglect. This week,...
Source: DEV Community
TutorialsOrdinary
A Benchmark Card Makes an Agent Score Auditable
A published coding-agent score describes one frozen task slice, and it does not describe an entire...
Source: DEV Community
TutorialsOrdinary
Seu classificador de intenções é 12 pontos pior em português: um benchmark de Laya, Strands Decider e embeddings Qwen3
Um benchmark reprodutível de pequenos modelos de decisão e de embeddings para classificar o objetivo do cliente em português do Brasil, e o que uma tradução paralela para o inglês revela sobre o custo do idioma.
Source: DEV Community · Qwen
TutorialsOrdinary
Your intent classifier is 12 points worse in Portuguese: benchmarking Laya, Strands Decider and Qwen3 embeddings
A reproducible benchmark of small choice deciders and embeddings for customer-goal classification in Brazilian Portuguese, plus what a parallel English translation reveals about the cost of language.
Source: DEV Community · Qwen
TutorialsOrdinary
From Finance to AI Engineering: 6 lessons I learned building a Multi-Agent Support system on Amazon Bedrock AgentCore
After ten years in asset management, I started a full-stack developer path in 2024 and spent my time...
Source: DEV Community
TutorialsOrdinary
I gave an AI my first app spec. It cut half of it and took the other half too literally
A native app on both stores, in five languages, built by one person with an AI as the developer. This...
Source: DEV Community
TutorialsOrdinary
Retrieval confidence can't tell your RAG chatbot when the answer is missing
I ran 65 questions against our own knowledge base and checked which ones the retrieved text actually...
Source: DEV Community
TutorialsOrdinary
AgriSensa Garden Studio: Spatial Precision Garden Planner with Open-Source AI & Digital Twin
"Design on your screen. Step outside with your tape measure. Touch the soil. Grow together." This...
Source: DEV Community
TutorialsOrdinary
From Job Scraper to Production AI System: Building ApplyLens AI
Job searching started feeling like a second job. I was jumping between different job sites and ATS...
Source: DEV Community
TutorialsOrdinary
To Retry or Not to Retry? That Is the Question.
This is a submission for the Kaggle Benchmarking Challenge Those who read my articles know that a...
Source: DEV Community
TutorialsOrdinary
Shipping faster with AI isn't engineering maturity. It's a demo that hasn't met year two yet.
Every AI rollout comes with a dashboard. PRs merged per week, time from ticket to prototype, model...
Source: DEV Community
TutorialsOrdinary
AgentToolEval: Grading How LLM Agents Use Tools, Not Just What They Answer
Written for: dev.to readers and the Kaggle Benchmarking Challenge judges. I kept your format and...
Source: DEV Community
TutorialsOrdinary
Why Multi-Agent Workflows Break in Production (And How to Build Predictable Loops)
Most multi-agent demos fail the moment you put them in front of real production traffic. They work...
Source: DEV Community
TutorialsOrdinary
I Turned 149k Messy Images into an Offline Recognition System
Training an on-device YOLO26n food detection model from scratch across multi-source datasets I set...
Source: DEV Community
TutorialsOrdinary
The True Cost of 50,000 Words: Why Most AI Voice Platforms Break Past 60-Second Clips
Beyond 30-second TikTok demos: A transparent cost and fatigue breakdown of rendering long-form...
Source: DEV Community