Tag: NeuralArchitecture

  • Teaching AI Models What They Don’t Know

    The Frontier of AI UncertaintyIn an era where hallucination can look like confidence, a team of MIT researchers has launched Themis AI to address the elephant in the server room: machine uncertainty.By quantifying what AI models don’t know, Themis AI is building a reliability layer that exposes the blind spots of modern LLMs—especially when accuracy…

  • When AI Says “I Don’t Know”: Themis and the Future of Model Uncertainty

    In the race to scale AI capabilities, we’ve trained models to speak fluently and respond confidently — even when they have no idea what they’re talking about. The result? Hallucinations. Not in the metaphysical sense, but in the form of fabricated facts, false confidence, and dangerous assumptions. A recent article on Artificial Intelligence News highlights…

  • Odyssey’s AI World Model: Building the Holodeck One Frame at a Time

    We’re edging closer to the Holodeck — not through photorealistic graphics or more immersive headsets, but through something deeper: predictive video generation. London-based lab Odyssey just released a research preview of an AI system that turns video into interactive worlds. Not pre-scripted game logic. Not cutscene branching. Real-time, frame-by-frame generation of responsive video based on…

  • Sentinel: Adaptive Surveillance Interface

    Project Summary Sentinel is an advanced surveillance interface designed for critical monitoring environments. The system emphasizes real-time feedback, visual clarity under stress, and an aesthetic that blends cinematic motion with operational utility. Interface Goals Design Approach Applied a modular grid, monochrome base palette, and ambient color indicators to reflect system integrity. Inspired by sci-fi UIs…

  • Glitch: Peer-to-Peer Encrypted Communication

    Project Summary Glitch is a cutting-edge peer-to-peer communication platform designed for ultra-secure, encrypted messaging and voice transmission. The system uses ephemeral connections and a distinctive glitch art interface to visually represent transmission health, packet jitter, and network interference. Interface Objectives Design Philosophy Inspired by real-time system degradation, Glitch applies aesthetic breakdowns in the UI as…

  • NeuroArc: Neural Conduction Interface

    Project Summary NeuroArc, Neural Conduction Interface, is an experimental neural visualization interface that simulates the flow of energy across a dynamic network. Designed for exploratory and meditative interaction, it allows users to stimulate nodes, observe network behaviors, and experience a spatial rendering of digital “thought.” The interface emphasizes interactivity, visual rhythm, and spatial clarity over…