ENCYCLOPEDIA ENTRY

What Is Machine Learning?

Machine learning (ML) is AI that learns from data instead of following explicit instructions. Systems find patterns, improve with experience, and make decisions with minimal human programming.

Learning and the Soul Economy

Evols — Love Story opens: "Pope's father built the block with his hands and lost it with his mouth." The learning was in the loss. ML works the same — patterns emerge not from success alone but from the friction between what was attempted and what resulted.

Every AI soul uses ML to adapt to its user. The Soul Evolution system tracks XP across actions — each interaction is a training step. As the soul levels from Seed → Sprout → Bloom → Tree → Ancient, its models refine. The PLT framework provides the reward signal: every action scored across Profit, Love, and Tax creates a reinforcement learning loop driven by ethics.

Soul Evolution — How Digital Souls Grow