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The Compute-Efficient Frontier
Research on scaling laws for LLMs suggests that while scaling model size (functional parameters), dataset size (tokens), and compute (amount of computing power) improves performance, diminishing returns are becoming evident. This is called the ‘compute-efficient frontier.’ Apparently, it does not depend much on architectural details (such as network width or depth) as long as reasonably Read the full article…
Compassion ― Actionably
What does it mean to bring Compassion into action — not just as a feeling or idea, but as a living principle? This blog explores how Compassion can be understood, modeled, and embodied across people, systems, and even A.I. It weaves together biological roots, symbolic depth, cultural universality, technical feasibility, ethics, and AURELIS philosophy to Read the full article…
The God Wave vs. Big Bang
Two very different ways of looking at the universe may say something about how we see ourselves. One focuses on a single moment of origin; the other on a continual surfacing from nothing and sinking away again. Neither asks to be believed. Both invite reflection. Let’s explore how they resonate with meaning, ethics, and even Read the full article…