Latent Reasoning Landscape in 2026: Mapping BDH-CQ, HRM/TRM, Coconut [D]

A 2026 analysis of arXiv papers and researcher discussions on X and Bluesky argues that progress toward AGI may depend less on generating longer chains of thought and more on architectures enabling latent reasoning and continual learning, citing approaches such as BDH-CQ, HRM/TRM, and Coconut [D].

After following various arXiv papers and researcher discussions on X/bluesky about latent reasoning and continual learning, one idea which resonates strongly is that path forward towards AGI may depend less on generating ever-longer chains of thought and more on finding architectures that can reas