arXiv:2604.15328v1 Announce Type: new Abstract: Virtual reality (VR) is increasingly used across psychology, from research and assessment to counseling, psychological treatment, and psychotherapy, with growing applications for children and adolescents. In these contexts, VR is often treated as a relatively neutral delivery medium. This assumption may be misleading. Most consumer head-mounted displays (HMDs) have been designed primarily for adult anthropometry, including adult interpupillary distance (IPD) ranges. As a result, some children may be excluded from participation or may […]

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Moonshot AI, the Chinese AI lab behind the Kimi assistant, today open-sourced Kimi K2.6 — a native multimodal agentic model that pushes the boundaries of what an AI system can do when left to run autonomously on hard software engineering problems. The release targets practical deployment scenarios: long-running coding agents, front-end generation from natural language, massively parallel agent swarms coordinating hundreds of specialized sub-agents simultaneously, and a new open ecosystem where humans and agents from any device collaborate […]

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The Thermodynamic Ceiling The accelerating AI revolution, pushing computational demand beyond Moore’s Law into the “AI Supercycle,” is straining terrestrial infrastructure. Hyperscale data centers, once symbols of progress, are now viewed as “thermodynamic parasites” due to their unsustainable consumption of gigawatt-level power and millions of gallons of potable water, issues the current grid and aquifers cannot support. By 2025, the AI industry’s energy crisis became the key technological constraint. Training and interference for massive LLMs demands energy comparable […]

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On the kernel security list we’ve seen a huge bump of reports. We were between 2 and 3 per week maybe two years ago, then reached probably 10 a week over the last year with the only difference being only AI slop, and now since the beginning of the year we’re around 5-10 per day depending on the days (fridays and tuesdays seem the worst). Now most of these reports are correct, to the point that we had […]

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arXiv:2511.20711v2 Announce Type: replace-cross Abstract: The validation of a data-driven model is the process of assessing the model’s ability to generalize to new, unseen data in the population of interest. This paper proposes a set of general rules for model validation. These rules are designed to help practitioners create reliable validation plans and report their results transparently. While no validation scheme is flawless, these rules can help practitioners ensure their strategy is sufficient for practical use, openly discuss […]

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arXiv:2603.03486v1 Announce Type: new Abstract: Cyber-security systems often operate in resource-constrained environments, such as edge environments and real-time monitoring systems, where model size and inference time are crucial. A light-weight intrusion detection framework is proposed that utilizes the Kolmogorov-Arnold Network (KAN) to capture complex features in the data, with the efficiency of decoupled knowledge distillation (DKD) training approach. A high-capacity KAN network is first trained to detect attacks performed on the test bed. This model then serves as […]

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Reinforcement Learning from Human Feedback (RLHF) or Verifiable Rewards (RLVR) are two key steps in the post-training of modern Language Models (LMs). A common problem is reward hacking, where the policy may exploit inaccuracies of the reward and learn an unintended behavior. Most previous works address this by limiting the policy update with a Kullback-Leibler (KL) penalty towards a reference model. We propose a different framing: Train the LM in a way that biases policy updates towards regions […]

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Web3 used to sound like a revolution. It was going to replace banks, fix the internet, destroy middlemen, return power to users, and rebuild digital life from the ground up. Every pitch felt massive. Every white paper sounded historic. Every project claimed it was creating the future. That energy helped Web3 grow. It also made Web3 hard to trust. Because somewhere along the way, the space became better at selling belief than shipping products. And that is why […]

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