Today we're announcing Base Labs, a dedicated research organization focused on advancing open-source AI. We believe in a healthy, open frontier model ecosystem. To enable this, we are working on: - Blue-sky research on continual learning, the science of RL, and how models learn…↗

Continual Learning for Agents Everyone talks about Continual Learning as if it means one thing only: updating model weights. But there's an inconvenient truth about the agent ecosystem — the vast majority of agents in production today leverage closed frontier models. When you do…↗

MetaClaw is a Python framework for building an AI agent that learns continuously and evolves over time using techniques like fine-tuning/LoRA and online/continual learning.↗