Homelab/Self-Hosting The Verge

Hue’s wired wall modules bring non-smart lights into its ecosystem

Philips Hue introduces wired wall modules to integrate non-smart lights and new Matter-over-Thread compatible bulbs.

AI/ML arXiv cs.AI

Confidence Calibration for Multimodal LLMs: An Empirical Study through Medical VQA

A study proposing the MS-FBI method to improve confidence calibration and reduce errors in Multimodal LLMs for medical visual question answering.

AI/ML arXiv cs.AI

ROSE: Benchmarking the Perception-to-Action Gap in Multimodal Models

Introduction of ROSE, a benchmark designed to test the perception-to-action gap in multimodal models across various task contexts.

AI/ML arXiv cs.AI

The Algorithmic-Human Manager: AI, Apps, and Workers in the Indian Gig Economy

Research on the impact of algorithmic management on gig workers in India, proposing a hybrid 'Algorithmic Human Manager' governance model.

AI/ML arXiv cs.AI

Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services

Introduction of ToolPro, a framework that represents agent tool intents as executable programs to reduce latency and traffic in agentic web services.

AI/ML arXiv cs.AI

Tri-Info: Generalizable, Interpretable Failure Prediction for VLA Models via Information Theory

Tri-Info is a new method using information theory to provide interpretable and generalizable failure prediction for Vision-Language-Action (VLA) models.

Software Engineering Hacker News

There Are No Instances in ATProto

A discussion on the architectural design of ATProto, specifically focusing on the absence of 'instances' in its decentralized model.

Other Hacker News

Amateur may have cracked Linear A, a 120-year-old puzzle

An amateur researcher claims to have decoded Linear A, an ancient script that has remained a puzzle for over a century.

Software Engineering Hacker News

Show HN: Metiq: a real time 3D globe for 100 public datasets

Metiq is introduced as a real-time 3D globe visualization tool capable of handling 100 different public datasets.

Tech Business/VC TechCrunch

Every fusion startup that has raised over $100M

A comprehensive list of fusion energy startups that have successfully raised over $100 million in funding.

AI/ML arXiv cs.AI

Measuring Biological Capabilities and Risks of AI Agents

A research paper proposing a framework for evaluating the biological risks and capabilities of agentic AI systems in scientific research.

AI/ML arXiv cs.AI

Co-policy: Responsive Human-Robot Co-Creation for Musical Performances

Introduction of Co-policy, a framework for human-robot musical co-creation using a fine-tuned Qwen-vl planner and Gaussian-Mixture Visuomotor Policy.

AI/ML arXiv cs.AI

Spatial-Aware Reduction Framework: Towards Efficient and Faithful Visual State Space Models

The STORM framework is proposed to improve efficiency in Visual State Space Models by implementing spatial-aware token reduction to prevent performance collapse.

AI/ML arXiv cs.AI

Speeding up the annotation process in semantic segmentation industrial applications

A study demonstrating how unsupervised algorithms can reduce semantic segmentation annotation time by 78% in industrial materials science.

AI/ML arXiv cs.AI

Triangular Consistency as a Universal Constraint for Learning Optical Flow

Proposes 'triangular consistency' as a universal, plug-and-play constraint for improving optical flow learning across various architectures and datasets.

AI/ML arXiv cs.AI

SIMBA: ABidirectional Retrieval Forward Simulation Framework for Modeling FY-4A GIIRS Hyperspectral Infrared Radiances Toward NWP Applications

SIMBA is introduced as a bidirectional retrieval-forward simulation framework for modeling hyperspectral infrared radiances for weather prediction.

Other Hacker News

Telescope Ranchers

A discussion thread on Hacker News regarding Telescope Ranchers.

AI/ML TechCrunch

Is the US government’s Anthropic ban accidentally helping the brand?

The US government has banned Anthropic's Fable 5 and Mythos 5 models due to national security concerns after guardrail bypasses were found.

AI/ML VentureBeat

Fine-tuning forgets. RAG leaks context. Hypernetworks build the model your agent needs on demand.

An exploration of hypernetworks as a solution to catastrophic forgetting in fine-tuning and context rot in RAG, allowing for on-demand generation of specialist models.

AI/ML arXiv cs.AI

CSWinUNETR: Segmentation of Thin Anatomical Structures in Medical Images

CSWinUNETR is a new general-purpose backbone for segmenting thin anatomical structures in 2D and 3D medical images.