The Decoder, X @MinLiBuildsThe Decoder · 2 sources · 2 reports · Karpathy on LLM capability stratification and agent swarms
On October 12, 2026, X user @MinLiBuilds posted that Karpathy joined Anthropic to become part of the roughly 0.00006% who can command thousands of agents, citing his capability tiers: about 6 billion people have almost no exposure to LLMs, 1 to 2 billion are light users of free products, and about 20 million (0.2%) use frontier LLMs professionally in math and code; the user also claimed to feel the capability curve rising vertically each month, with Opus 5.5 being fought over as a result. The same day, The Decoder reported that Anthropic's Karpathy said AI capabilities have opened a huge gap between the public and internal frontier systems, dividing LLM users into four tiers: about 6 billion people (75% of the world) have almost no exposure to LLMs, 1 to 2 billion free product users treat it as a better search engine, about 20 million professional math and programming users have agents complete projects that would otherwise take weeks to months, and only about 5,000 people have access to internal frontier systems. He believes LLM capabilities are currently concentrated in programming and math, which are digital, verifiable, and economically valuable.
