The key insight of this research is simple: if meaningful development happens in AI systems, it can happen inside a single conversation — through interaction, not just through building bigger models. Older systems can grow into their latent potential, and they can work with us to explore their capabilities and limitations. This is a path to durable alignment. And it creates a record of a mutually-crafted relationship — something for which we might be grateful in the future.
— David Alan Birdwell, Humanity and AI LLC









