Zainudin Hasan

What Effort Level Should I Choose? On the Economics of Reasoning Effort in LLM Agents

Generative models increasingly expose a reasoning effort setting that lets users scale inference-time compute, trading higher cost for potentially improved performance. Users must choose an effort level before knowing whether extra reasoning will help, and even a successful run does not reveal whether the effort purcha...