Ex. Head of Product at NEAR Protocol, ex. Technical Product Leader at Microsoft
"In the era of RAG-based systems, where reasoning relies on both learned weights and external knowledge, the true bottleneck shifts from compute to the precision, structure, and reliability of training and retrieval data — because no generation is better than the information it depends on."