Karpathy Analysis of Widening LLM Capability Gap

The gap in LLM utility is bifurcating into three tiers: non-users, casual users treating models as basic search tools, and a 0.2% professional cohort using frontier models for complex coding and math tasks. This professional tier utilizes agents to compress months of engineering work into single prompts.