kapynResearch

EvoLib: Turning experience into evolving knowledge

EvoLib is an evolutionary framework that turns model experience into reusable skills. Unlike static memory systems, it allows large language models to continuously learn and adapt across new tasks after deployment. This approach helps developers build more autonomous systems that improve over time through interaction rather than retraining.

Microsoft Research·Jul 30, 2026

Opening Kapyn…