Adaption Labs is an AI startup developing systems focused on efficient, adaptive learning from real-world experience. Challenging the paradigm of simply scaling large language models, the company builds AI that can continuously learn and adapt, aiming for more cost-effective and powerful alternatives to existing massive models.