Inference Scaling vs Larger Tasks Clarified
Distinguishes rising LLM inference compute into larger tasks (human-like linear scaling) vs. true inefficiency beyond human cost fractions. Uses Pareto frontier of budget vs. 50% reliability time-horizon. Argues much progress is bigger tasks, not unsustainable scaling.



