TEXT AS A SERIOUS OPTIMIZATION LAYER

Summary from the TLDR AI newsletter

Prompts, context, memory, retrieval stores, and harnesses function as real update mechanisms. The piece frames text optimization as sample-efficient learning and a new axis for update-time compute.