Beren

Architecture research aims to remove bottlenecks to scaling rather than merely tweaking loss, according to a post by Beren on beren.io. The transformer's attention mechanism and residual stream enable…

Beren, an AI alignment researcher, proposes replacing fixed moral targets or unconditional obedience with a 'metaplastic constitutional' outer-alignment mechanism that preserves the institutions and s…

A note by Beren argues that decentralization in AI systems offers informational and exploration benefits beyond coordination failures, such as variance for evolutionary robustness, Hayekian local know…