Machine Heart

Jul 4, 2026 · Artificial Intelligence

Is RAG Doomed? Exploring Paths to True AI Memory and Continuous Learning

The article examines why Retrieval‑Augmented Generation (RAG) remains an external memory workaround, outlines its three fundamental drawbacks, compares it with internalized knowledge in large models, and discusses how human‑brain‑inspired offline digestion could guide the next generation of continuously learning AI systems.