Poniak Research
Powered by verified secondary sources and editorial synthesis, Poniak Research curates key developments across AI, finance, and emerging technologies.
Memp (2025) equips AI agents with procedural memory, boosting efficiency, adaptability, and lifelong learning across benchmarks like TravelPlanner & ALFWorld. The advancement of artificial…
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…
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 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…
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 leverages information theory to regulate uncertainty in AI. By monitoring and minimizing entropy, models become more stable, generalizable, and trustworthy. Verified use…