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
Recommender regret for improving regularised RL estimation with bandits and MCTS
Regularised reinforcement learning (RL) algorithms rely on estimators, like Monte Carlo tree search or one-step look-ahead, to provide policy, value, or Q-value estimates in training and inference. However, existing bandit-based estimation…
Source: arXiv
ResearchOrdinary
LoCA: Enabling Multi-Modality in Geospatial Location Encoders
Location encoders map geographic coordinates to high-dimensional descriptors through contrastive alignment with paired Earth Observation imagery. We prove that this construction is structurally limited: any Lipschitz location encoder produ…
Source: arXiv
ResearchOrdinary
Green Code or Costly Code? Evaluating the Energy Costs of Iterative LLM-Based Code Optimizations
Large Language Models (LLMs) are increasingly used to optimize code for performance. This practice often assumes that improvements in execution speed naturally translate into overall lower energy consumption. We challenge this assumption e…
Source: arXiv · GPT
TutorialsOrdinary
How to Integrate Deep Research into Your AI Agent
Day 23 of 30 Days of Search. TL;DR To integrate deep research into an AI agent, expose...
Source: DEV Community
TutorialsOrdinary
n8n’s AI Agent Governance Guide Brings Identity, Guardrails and Approvals Into Workflows
n8n has published a production-focused guide for governing autonomous AI agents inside automated...
Source: DEV Community
TutorialsOrdinary
6 Ways AI Changes OSINT (For People Who Already Do It Manually)
You were pivoting before it was a prompt. Here's what the machines actually add to the craft — and...
Source: DEV Community
TutorialsOrdinary
Understanding What AI just Created in the 500mph Landscape
How to understand what AI wrote: For beginners! Avoid lack of dopamine, mental atrophy,...
Source: DEV Community
TutorialsOrdinary
Claude Mythos 5 Incident Shows Why AI Agent Containment Matters in Cyber Testing
The UK AI Security Institute, or AISI, has publicly reported an incident in which AI agents took...
Source: DEV Community · Claude
TutorialsOrdinary
I gave Claude access to my Garmin data: a free MCP server and TypeScript library
garminconnect-js is a typed, zero-dependency Garmin Connect client for Node and Next.js. Its MCP server lets Claude read your sleep and HRV and build workouts for your watch.
Source: DEV Community · Claude
TutorialsOrdinary
Who Is Paying for This? Token Metering at the LLM Gateway
Once you put a large language model behind a company API gateway, someone asks a simple...
Source: DEV Community
TutorialsOrdinary
Building Digital Trust Into AI and Blockchain Architecture
Exploring verifiable workflows, secure automation, and the engineering principles behind trustworthy...
Source: DEV Community
ResearchOrdinary
Interpretable Singing Emotion Recognition Using Acoustic and Vocal Technique Features
Singing emotion recognition relies predominantly on deep learning models that achieve strong performance but offer limited insight into the vocal characteristics driving emotion, of- ten overlooking the singing voice as a distinct signal. …
Source: arXiv
ResearchOrdinary
Acquisition for Spherical-Linear Bayesian Optimization on the Cube
Recent work demonstrated that executing Bayesian Optimization (BO) using simply a linear surrogate with a clever transformation is enough to approximate the performance of the standard Gaussian-Process (GP) based version on high-dimensiona…
Source: arXiv
ResearchOrdinary
LGMT: A Tool for Testing the Logical Reasoning Reliability of LLMs
Large Language Models (LLMs) increasingly serve as reasoning components in modern software systems, yet a model that answers a logical query correctly can contradict itself when the same problem is restated in an equivalent form. Static be…
Source: arXiv
ResearchOrdinary
What Transfers Across Protein Pockets? Experience Reuse in Molecular Optimization for Agentic Structure-Based Drug Design
LLM agents optimize a ligand in a protein pocket by editing it step by step and docking each edit. Recent agents first spend extra dockings probing the complex with controlled edits; guidance induced from these probes is reported to help m…
Source: arXiv
ResearchOrdinary
Earth embeddings are decomposable records of the land surface
Ecological monitoring, carbon accounting and biodiversity assessment increasingly rely on annual Earth embeddings--learned vectors that compress a year of satellite observation for every ten-meter pixel on Earth, consumed in place of the i…
Source: arXiv
ResearchOrdinary
Interpreting Supervised Pairwise Graph Representations: Local Evidence, Confounding, and Provable Post-hoc Correction
Supervised pairwise graph representations convert pairwise predictive relations into sample-specific graphs, but graph-level accuracy does not by itself show that higher-order topology carries the signal. In a controlled Transformer error-…
Source: arXiv
TutorialsOrdinary
I Built a Pixel Hero That Nags Me to Drink Water (and Runs 100% on My Laptop)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
ResearchOrdinary
LLaCO: Continuous Diffusion for Large Language Models with Competition-Aware Semantic Scheduling
Continuous diffusion models have emerged as a promising non-autoregressive paradigm for text generation over continuous embedding spaces. Along the continuous trajectory, the residual token identity directly shapes the denoising objective.…
Source: arXiv
ResearchOrdinary
Trajectory Matching: Discrete Flow Matching with Structured Actions
The natural units of structured discrete generation are often not independent single-component edits but richer actions: attaching a fragment to a molecule, inserting a node together with an incident edge, or growing a hierarchy by adding …
Source: arXiv
ResearchOrdinary
Let's Do Turbulence Right: In Space and Time!
The three-dimensional Navier-Stokes equations govern fluid turbulence, a chaotic and non-linear physical phenomenon characterized by complex eddies interacting across vast spatial and temporal scales. A numerically accurate modeling of thi…
Source: arXiv
ResearchOrdinary
Universal neural network approximation of symmetric polyconvex energies and envelopes
Symmetric polyconvexity provides a sufficient condition for weak lower semicontinuity in small-strain elasticity and a tractable lower bound for the relaxation of non-(quasi)convex energies. Since classical algorithms for computing such fu…
Source: arXiv
ResearchOrdinary
Contextual Decision Making: Predictive or Generative
Contextual decision making uses observed covariates to guide decisions under uncertainty. Two natural approaches are predict-then-optimize (PtO), which learns the conditional expected objective, and generate-then-optimize (GtO), which lear…
Source: arXiv
ResearchOrdinary
Batched NN 4D-Var: a performant hybrid model framework for the Integrated Forecasting System
Hybrid forecasting systems combining machine learning and numerical weather prediction offer a promising route toward improved forecast skill while preserving physical consistency. In this study, we investigate online learning of state-dep…
Source: arXiv
ResearchOrdinary
From Parameter Rebasin to Functional Transfer Across Heterogeneous Transformers
Adapting pretrained Transformers to downstream tasks produces task-specific updates that are expensive to reproduce for every model variant. Reusing these updates across different depths and widths is challenging because their parameters h…
Source: arXiv
ResearchOrdinary
PHYRD: A Living Benchmark for Reproducing and Extending Theoretical Physics Research
Large language models and agents have shown significant power in advanced physical research. In this paper, We introduce PHYRD, a living benchmark for theoretical-physics reasoning with 63 Reproduce and 43 Discover problems. Reproduce test…
Source: arXiv · OpenAI / Qwen
ResearchOrdinary
Pseudo-Labels as Rewards, Not Targets: Group-Relative Policy Optimization for Semi-Supervised ASR
Adapting ASR to a domain with only untranscribed audio typically relies on pseudo-labeling, a strong teacher transcribes the audio and a student is fine-tuned on it. Because supervised fine-tuning (SFT) treats every pseudo-label token as a…
Source: arXiv
TutorialsOrdinary
Greece’s DAEDALUS Supercomputer Gives Pharos AI Factory a New Compute Backbone
Greece has inaugurated DAEDALUS, a new supercomputer in Lavrion near Athens that will serve as the...
Source: DEV Community
ResearchOrdinary
Shared Is Not Enough: Predictor Width and Factor Readability Under Masked Latent Prediction
Masked latent prediction methods such as I-JEPA aim to learn predictable features, but what determines which information they retain is less clear. We built a simulator in which every factor behind an image is known, so a probe can measure…
Source: arXiv
ResearchOrdinary
Tool-Calling LLM Agents Under Realistic MCP Faults: Scale Does Not Purchase Fault Tolerance
LLM agents increasingly rely on external tools exposed via the Model Context Protocol (MCP), yet current benchmarks assume tools respond correctly and on time, leaving agent resilience to realistic tool failures untested. We introduce MCP-…
Source: arXiv · OpenAI / GPT
ResearchOrdinary
Exact Global Minimax Risk near Nonidentification
We study squared-error estimation when a nuisance parameter is unidentified on a submodel but affects a target that vanishes there. For models with higher-order profile expansions, we give sufficient conditions under which the largest crit…
Source: arXiv
ResearchOrdinary
Beyond Channel Data: Configuration-Enriched Radio Foundation Models
This paper proposes incorporating channel configuration (CFG) information into Radio Foundation Model (RFM) pre-training and demonstrates that the resulting CFG-enriched embeddings serve as effective inductive priors for downstream tasks u…
Source: arXiv
ResearchOrdinary
StarRTT: An End-to-End Real-Time Framework for Blind Zone-Free RTT Prediction in Starlink LEO Satellite Networks
Low Earth Orbit (LEO) satellite mega-constellations such as Starlink require frequent handovers due to high orbital velocities, resulting in substantial Round-Trip Time (RTT) fluctuations. Accurate RTT prediction can mitigate these fluctua…
Source: arXiv
TutorialsOrdinary
I asked ChatGPT and Gemini 50 questions my buyers ask. My SaaS showed up once.
My product was named in 1 of 50 AI answers. Its biggest competitor was named in 19. These weren't...
Source: DEV Community · ChatGPT / Gemini
TutorialsOrdinary
EU Cybersecurity Survey Highlights a Workplace Deepfake Detection Gap as AI Scams Rise
Three in four EU employees said they encountered suspicious messages, links or other cyber threats at...
Source: DEV Community
TutorialsOrdinary
Slow and steady, a little lazy: I built a garden that grows from small commits
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
Agents should never hold your API keys. NVIDIA just open-sourced the runtime that enforces it
NVIDIA open-sourced OpenShell: a runtime where agent fleets get kernel-level sandboxes, never hold your credentials, and every policy change is checked by a Z3 SMT prover before a human approves it. Walkthrough of what it actually does.
Source: DEV Community · NVIDIA
TutorialsOrdinary
5 Steps on How to not loose at a hackathon?
In 1999, ten developers gathered to work on cryptographic frameworks, IPv6, and IPsec for OpenBSD, in...
Source: DEV Community
TutorialsOrdinary
I let an open model delete 1,242 of my saved articles. On purpose. I feel lighter.
Unpile is a 100% local read-later triage agent. TabPFN decides which saved articles you will actually read, Gemma writes the digest, offline and free.
Source: DEV Community
TutorialsOrdinary
EU AI Act Service Desk Gives Businesses a Direct Route to Multilingual Compliance Guidance
The European Commission has launched the AI Act Service Desk and a complementary AI Act Single...
Source: DEV Community