NeoCognition, a new AI research startup, has raised $40 million in seed funding to develop agents that can learn and specialize like humans. Led by researcher Yu Su, the company aims to solve a key problem with current AI agents, their inconsistency, by enabling them to self-learn and become experts in specific domains. The approach could make AI agents more reliable and useful for enterprise applications, where trust and precision are critical.