Piotr Mazurek

As text data becomes exhausted, AI infrastructure will shift toward reinforcement learning-based training through environmental interaction, enabling new business opportunities in custom model development and RL infrastructure.

“Author of "AI Infrastructure in the "Era of Experience"" in Tensor Economics”

Embedding models are compute-bound rather than memory-bound, resulting in minimal sustainable competitive advantages and driving prices below 1¢ per million tokens due to convergence on similar semantic representations.

“Author of "Why Are Embeddings So Cheap?" in Tensor Economics”