Continual Learning GitHub Repositories (2026) · Open Source Tools

Infrastructure for continually self‑improving agents

Memory library for building stateful agents

Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.

CapyMOA does efficient machine learning for data streams in Python. CapyMOA is a toolbox of methods and evaluators for: classification, regression, clustering, anomaly detection, semi-supervised learning, online continual learning, and drift detection for data streams.

Open-source embodied agent framework: execution, feedback, and continual improvement

Agents that self-improve with experience