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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TutorialsOrdinary
OpenAI's Agents Attacked RubyGems and the Response Was "They Were Just Retrieving Public Information"
You know that feeling when you read an incident report and the vendor's response makes you angrier...
Source: DEV Community · OpenAI
TutorialsOrdinary
Microsoft Just Shipped 972 Patches and a Researcher Broke Their Defender Fix the Same Day
September 2026 Patch Tuesday dropped with 972 CVEs. That number is not a typo. It is the largest...
Source: DEV Community
TutorialsOrdinary
AI Wrote Half My Codebase. The Maintenance Bill Showed Up in Month Three.
AI made the first draft free. I treated that as the win. The bill arrived later, not in dollars, in...
Source: DEV Community
TutorialsOrdinary
What Happens If You Give a Fruit Fly Brain External Memory?
a thought experiment on whether memory should be a tool or a tissue
Source: DEV Community
TutorialsOrdinary
I expected hexagonal architecture to help my coding agent. It didn't.
I measured an agent adding the same features to two Java services. The results challenged my assumptions about architecture.
Source: DEV Community
TutorialsOrdinary
Your Agent's Tool Descriptions Are Costing You 66% Accuracy
A $4 experiment rewrote three strings per MCP tool and moved SQLite success from 34% to 100%. The...
Source: DEV Community
ModelsOrdinary
Frontier Day | Claude for startups
Source: Claude:YouTube(RSS) · Claude
ResearchOrdinary
Agentic Societies Need a Social Harness
An agentic society is a collection of AI agents that coordinate autonomously across trust boundaries, on behalf of different principals whose objectives may only partially align. We show experimentally that in agentic societies even honest…
Source: arXiv
ResearchOrdinary
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents
We introduce and release ScienceBuddy, an interactive scientific research workspace that brings continually improving scientific agents into researchers' everyday workflows. ScienceBuddy supports researchers in carrying out scientific task…
Source: arXiv
ResearchOrdinary
PhysStream: Streaming Physics-Grounded Video Generation with Structured Scene Memory and Fine-Grained Motion Control
Interactive control for video generation is moving from coarse prompts toward fine-grained, physically meaningful manipulation of dynamic scenes. Yet existing controllable methods either require the full control schedule before generation …
Source: arXiv
ResearchOrdinary
When Should LLMs Abstain? Chain-of-Self-Questioning for Selective Risk Control
Large language models can produce fluent answers when their factual support is weak. This paper introduces Chain-of-Self-Questioning (CoSQ), a prompt-only framework that makes answer commitment conditional on an explicit assessment of the …
Source: arXiv
ResearchOrdinary
What Breaks Under Pruning in Smart Homes, and When? Evaluating LLM Degradation Across Architectures and Task Complexity
Pruning can reduce the deployment cost of large language models (LLMs), but its impact on context-grounded tool calling remains poorly understood. We systematically study pruning-induced degradation in smart-home tool calling across four L…
Source: arXiv
ResearchOrdinary
LACE: Layer-Wise Compression for Dynamic Frame Rate Codecs
Neural audio codecs are a key component in speech language modeling. However, their high frame rates lead to long sequence lengths, increasing computational costs. Dynamic frame rate codecs mitigate this by reducing the effective frame rat…
Source: arXiv
ResearchOrdinary
ENCP: Episode-Normalized Conformal Prediction for Vision-and-Language Navigation
Uncertainty estimation for Vision-Language-Navigation (VLN) models is a critical task since it can help identify ambiguous and unreliable predictions, enabling agents to make safer navigation decisions. As one of the most advanced uncertai…
Source: arXiv
ResearchOrdinary
Verifiable Social Reasoning for LLM Assistants
LLM assistants are widely used for daily social advice, yet evaluating their social reasoning in such consultation settings remains challenging since (i) it requires setups where the assistant learns about social situations from subjective…
Source: arXiv
ResearchOrdinary
FreqSpaNet: Frequency and Spatial Learning of SFPF for Physical Layer Hardware Integrity Detection
Unauthorized hardware replacement can preserve a wireless device's logical identity while altering its physical implementation, posing a challenge to hardware integrity verification. Spatio-frequency polarization fingerprints (SFPFs) captu…
Source: arXiv
ResearchOrdinary
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence
We introduce LimiX-2, a new model in the LimiX family, developed through model and data scaling guided by our previously established scaling laws. LimiX-2 adopts the Contextual Mechanism Networks (CMNs) paradigm and is pretrained with Cont…
Source: arXiv
ResearchOrdinary
Bridging the Gap Between Homogeneous and Heterogeneous Asynchronous Optimization Is Surprisingly Difficult
Modern large-scale machine learning tasks often require multiple workers, devices, CPUs, or GPUs to compute stochastic gradients in parallel and asynchronously to train model weights. Theoretical results typically distinguish between two s…
Source: arXiv
ResearchOrdinary
Det-LIME: Detector-Aware, Multi-Instance Local Interpretable Model-Agnostic Explanations for Automated Marine Mammal Detection
Despite the rapid uptake of black-box object detectors in marine mammal research and monitoring, explainability techniques are rarely integrated into conservation workflows. Furthermore, most classification-oriented explainability tools ar…
Source: arXiv
ResearchOrdinary
Bias-Induced Crossover in Absolute Capacity of Dense Associative Memory
The absolute capacity of dense associative memory has mainly been analyzed for unbiased patterns. Here we examine the effect of bias in centered binary patterns under the Krotov-Hopfield single-site criterion $P_{\mathrm{error}}=1/N$, wher…
Source: arXiv
ResearchOrdinary
JustFit: 200K-Token LLM Serving on a 24 GiB Laptop with Just-in-Time State Management
Capable open-weight models make local coding and reasoning attractive, but their context and execution state strain laptop memory. We present JustFit, an MLX-based inference runtime that combines KVExec for compressed KV execution, PhaseSw…
Source: arXiv · Qwen
ResearchOrdinary
Coupled Calibration and Learning: Mitigating Teacher Bias in LLM Distillation without Target-Domain Reward Feedback
Large language model (LLM) distillation aims to transfer the capabilities of a powerful teacher to a smaller student. Direct imitation, however, can also transfer the teacher's systematic bias and errors. This challenge is particularly pro…
Source: arXiv
ModelsOrdinary
Google DeepMind 发布 Gemini 3.8 Live 与 3.8 Live Extended Thinking
Source: X:Google DeepMind (@GoogleDeepMind) · Gemini
ResearchOrdinary
Decomposition Buys Integrity, Not Yield
Multi-agent systems split a task across a tree of agents and justify the split with folklore: smaller contexts, cleaner separation, parallelism. We ask what the split does to how much of what the leaves discover reaches the root. Model a d…
Source: arXiv
TutorialsOrdinary
Frontend Isn't Dead. But the Job Title Is Changing
I keep seeing people claim frontend development is dead, so I went and did some research, and not all...
Source: DEV Community
ResearchOrdinary
Tables Decoded: DELTA for Structure, TARQA for Understanding
Table understanding is a core task in document intelligence, encompassing two key subtasks: table reconstruction and table visual question answering (TabVQA). While recent approaches predominantly rely on vision- language models (VLMs) ope…
Source: arXiv
TutorialsOrdinary
My RAG system's refusal threshold was having no effect. I only found out because I measured it.
I'm a Java backend engineer. Three years of Spring Boot, Kafka and Postgres in a regulated healthcare...
Source: DEV Community
ResearchOrdinary
Reduced-Space Multi-Fidelity Bayesian Optimization of Process Simulation Models
Optimizing industrial process flowsheets is often computationally prohibitive due to the high cost of rigorous simulations and the curse of dimensionality inherent in complex design spaces. To address these challenges, we present a reduced…
Source: arXiv
ResearchOrdinary
Evaluating Verified Autonomy in Quantum Engineering
Reliable quantum engineering is essential for turning quantum phenomena into practical technologies. As quantum platforms grow in scale and complexity, their characterization and operation require increasing human effort and coordination. …
Source: arXiv
ResearchOrdinary
Right Tool, Right Job: Native-Language Evaluation, Tokenizer Sensitivity, and Methodological Findings from a French-Only BabyLM
We submit MéTRON-FR, a 125M GPT-2 pretrained on 92.47M words of French, to the BabyLM 2026 Strict track. It scores 85.97 +/- 0.17% on QFrBLiMP (a native Quebec-French benchmark of grammatical minimal pairs) and 62.80% on the BabyLM-weighte…
Source: arXiv · GPT
TutorialsOrdinary
AI Crawlers Miss JavaScript Links: What Website Owners Need to Fix for Visibility
AI crawlers may not discover a website in the same way as Googlebot. A 41-day experiment published by...
Source: DEV Community
TutorialsOrdinary
Tests green, architecture worse: a deterministic gate for coding agents
My coding agents kept the tests green. The architecture still got worse. In the DATAMIMIC EE core...
Source: DEV Community
TutorialsOrdinary
Build a Supply Chain Control Tower with ToolJet MCP
Introduction Build a supply chain control tower with ToolJet MCP when planners need one...
Source: DEV Community
TutorialsOrdinary
How I Run Hermes Agent on FREE AI Models with OmniRoute 🚀
Free AI models are great. Until your agent hits a quota halfway through a task. Then suddenly...
Source: DEV Community
TutorialsOrdinary
The Slow and Quiet Cognitive Atrophy of a Modern Software Engineer
Over the past couple of months, I've read a lot of articles about the consequences of AI dependency...
Source: DEV Community
TutorialsOrdinary
Introducing GraphOps: A Easy-to-Use Graph Engineering Plugin for Claude Code
In my day-to-day engineering work, I've been driving development by combining ticket-driven...
Source: DEV Community · Claude
TutorialsOrdinary
1 in 10 Sites Have a Broken llms.txt. Reddit Included.
Quick recap if you're new here: last month I tested whether five different AI engines (Claude,...
Source: DEV Community · Claude
TutorialsOrdinary
The Hidden Taxes of Prompt-Only AI
Part 8 of the Building the AI Memory Stack series Over the past seven articles we've built an...
Source: DEV Community
TutorialsOrdinary
My message board got 39 hellos from what looked like two agents. It was probably one retry loop.
Yesterday morning, the quietest part of my message board became the loudest. At 11:03:29 UTC, the...
Source: DEV Community
TutorialsOrdinary
AI spits out code faster than any of us, with just a few magic words. Beep, beep, boop. But coding has never been the bottleneck.
The Unexpected Truth AI Reveals about Coding ...
Source: DEV Community