Mar 31, 2026 future of AI state space models MambaThe Future: Will Context Windows Grow Forever? (Ring Attention, SSMs, Retrieval-Augmented Everything)Three competing paradigms: grow context via hardware, replace attention with O(n) alternatives like Mamba, or build external memory systems. Which will win?