PaXini Unveils the “Tactile Infrastructure” for Embodied AI at CES 2026
At CES 2026, a live robotic tactile interaction demonstration at the ENTERPRISE AI Zone in the North Hall drew industry experts and media. Through a complete ice-cream making process—including lever manipulation, ingredient handling, and cup handover—the humanoid robot TORA-ONE showcased its autonom...
Lightweight Transformer Architectures for Edge Devices in Real-Time Applications
arXiv:2601.03290v1 Announce Type: new
Abstract: The deployment of transformer-based models on resource-constrained edge devices represents a critical challenge in enabling real-time artificial intelligence applications. This comprehensive survey examines lightweight transformer architectures specif...
Ratio-Variance Regularized Policy Optimization for Efficient LLM Fine-tuning
arXiv:2601.03320v1 Announce Type: new
Abstract: On-policy reinforcement learning (RL), particularly Proximal Policy Optimization (PPO) and Group Relative Policy Optimization (GRPO), has become the dominant paradigm for fine-tuning large language models (LLMs). While policy ratio clipping stabilizes...
Mastering the Game of Go with Self-play Experience Replay
arXiv:2601.03306v1 Announce Type: new
Abstract: The game of Go has long served as a benchmark for artificial intelligence, demanding sophisticated strategic reasoning and long-term planning. Previous approaches such as AlphaGo and its successors, have predominantly relied on model-based Monte-Carlo...
Digital Red Queen: Adversarial Program Evolution in Core War with LLMs
arXiv:2601.03335v1 Announce Type: new
Abstract: Large language models (LLMs) are increasingly being used to evolve solutions to problems in many domains, in a process inspired by biological evolution. However, unlike biological evolution, most LLM-evolution frameworks are formulated as static optim...
Enhancing LLM Instruction Following: An Evaluation-Driven Multi-Agentic Workflow for Prompt Instructions Optimization
arXiv:2601.03359v1 Announce Type: new
Abstract: Large Language Models (LLMs) often generate substantively relevant content but fail to adhere to formal constraints, leading to outputs that are conceptually correct but procedurally flawed. Traditional prompt refinement approaches focus on rephrasing...
Exploration Through Introspection: A Self-Aware Reward Model
arXiv:2601.03389v1 Announce Type: new
Abstract: Understanding how artificial agents model internal mental states is central to advancing Theory of Mind in AI. Evidence points to a unified system for self- and other-awareness. We explore this self-awareness by having reinforcement learning agents in...
Toward Maturity-Based Certification of Embodied AI: Quantifying Trustworthiness Through Measurement Mechanisms
arXiv:2601.03470v2 Announce Type: new
Abstract: We propose a maturity-based framework for certifying embodied AI systems through explicit measurement mechanisms. We argue that certifiable embodied AI requires structured assessment frameworks, quantitative scoring mechanisms, and methods for navigat...
Less than a trillionth of a second: Ultrafast UV light could transform communications and imaging
Researchers have built a new platform that produces ultrashort UV-C laser pulses and detects them at room temperature using atom-thin materials. The light flashes last just femtoseconds and can be used to send encoded messages through open space. The system relies on efficient laser generation and h...
A Coding Implementation to Build a Unified Apache Beam Pipeline Demonstrating Batch and Stream Processing with Event-Time Windowing Using DirectRunner
In this tutorial, we demonstrate how to build a unified Apache Beam pipeline that works seamlessly in both batch and stream-like modes using the DirectRunner. We generate synthetic, event-time–aware data and apply fixed windowing with triggers and allowed lateness to demonstrate how Apache Beam cons...
Nous Research's NousCoder-14B is an open-source coding model landing right in the Claude Code moment
Nous Research, the open-source artificial intelligence startup backed by crypto venture firm Paradigm, released a new competitive programming model on Monday that it says matches or exceeds several larger proprietary systems — trained in just four days using 48 of Nvidia's latest B200 graphics proce...
Vibe Code Reality Check: What You Can Actually Build with Only AI
This is an "expectations vs reality" approach to demystify, based on research of real success and failure stories, what are the capabilities and limits of vibe coding.
I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found
Why privacy breaks fairness at small scale—and how collaboration fixes both without sharing a single record
The post I Evaluated Half a Million Credit Records with Federated Learning. Here’s What I Found appeared first on Towards Data Science.
Probabilistic Multi-Variant Reasoning: Turning Fluent LLM Answers Into Weighted Options
Human-guided AI collaboration
The post Probabilistic Multi-Variant Reasoning: Turning Fluent LLM Answers Into Weighted Options appeared first on Towards Data Science.
A list of ready to use n8n workflow templates that help data scientists quickly analyze data, extract and transform it, and build reliable knowledge bases.
The Executive That Extends Your Reach: The Agentic AI Workforce
Agentic AI is reshaping enterprises from tools to autonomous co-workers, transforming revenue, operations, and decision-making. The newest decision-maker in your enterprise does not sign contracts, take vacations, or sleep. It executes. Agentic AI is an autonomous, goal-driven system that works with...
INE Security Launches eSOC Learning Path to Build Elite SOC Teams
As Cybersecurity Threats Scale, INE Provides the Hands-On Training Necessary to Transform Security Operations Centers into Unbreakable Front-Line Defenses INE Security, a global leader in specialized cybersecurity training, today announced the launch of its Security Operations Certified – Level 1 (e...
The narrative from the AI labs is dazzling: build AGI, unlock astonishing productivity, and watch GDP surge. It’s a compelling story, especially if you’re the one building or investing in the new thought machines. But it skips the part that makes an economy an economy: circulation. An economy is not...