Continual Learning: The Promised Land
This post is a builder’s map of the landscape: what works, what’s emerging, and what it unlocks. The underlying tension is simple: plasticity (the ability to learn new things) trades off against stability (retaining what you already know). That tradeoff shows up everywhere — in weights, in context, and in the loops that connect them.
