Lifelong Learning

2 items

ARTICLEDEV.to AI·4/21/2026

What would you do with an AI model capable of continuous learning?

This content describes an AI experiment involving a model with 5.6B fixed parameters demonstrating continuous learning across various domains without forgetting old information. The author presents initial results from four learning phases and solicits ideas on potential applications for such a capability.

AI models experimentation continuous learning Lifelong Learning

RESEARCHarXiv CS.AI·19d ago

SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation

SOLAR is an autonomous AI agent designed to overcome challenges of large language models in dynamic environments by enabling lifelong learning and continual adaptation. It uses parameter-level meta-learning and multi-level reinforcement learning to self-improve and discover adaptation strategies.

Meta-Learning reinforcement learning learning Lifelong Learning