Week 1 — Timelines & Threat Models

This week builds a grounded picture of where frontier AI capabilities are headed and how quickly they may improve. We will review evidence on scaling drivers—compute, data, algorithmic efficiency, and inference-time scaling—alongside time-horizon forecasting.