Corporate Sovereignty: OpenAI’s $10B Broadcom AI Chip Bet
OpenAI’s $10B Broadcom deal signals a shift from dependence on Nvidia to corporate sovereignty. By vertically integrating chips, clusters, and models, OpenAI is reshaping…
The Sovereignty Dividend: AI Infrastructure as Global Power
Nations are in a digital arms race over AI infrastructure—controlling data pipelines, compute, and models. Sovereign systems like Switzerland’s Apertus and India’s AIRAWAT deliver…
Switzerland’s Apertus: Open-Source AI for Global Innovation
Switzerland has launched Apertus, a fully open-source multilingual AI model trained on 15 trillion tokens across 1,000+ languages. Built by EPFL, ETH Zurich, and…
Beyond Transformers: The Rise of Modular, Self-Improving AI Systems
Modular, Self- Improving AI systems, with specialized components like brain regions, overcomes Transformer limits. Self-improving systems, inspired by biology, enable adaptive robotics, finance, edge…
Entropy-Aware Training: Building Self-Regulating AI
Entropy-aware training leverages information theory to regulate uncertainty in AI. By monitoring and minimizing entropy, models become more stable, generalizable, and trustworthy. Verified use…
Cognitive Black Holes: Preventing AI Collapse
Artificial intelligence faces a hidden threat: cognitive black holes. When models are trained on their own outputs, they spiral into collapse—producing distorted, self-referential, and…
