ArkenOS dev bets swarms beat agent trees, now handling billions of tokens daily
_AustinCalvert_ · x · 2026-11-16
0xDevShah argues current agent architectures are just "a loop delegating work to other loops"—Pi, Codex, Claude Code and Cursor all spawn subagents without changing the fundamentals. His Optimus-1 takes a different path: the harness itself is an ecology of agents, studying collective entropy, emergent specialization, and superlinear gains.
After VCs showed little interest months ago, he kept building: engineers from 15+ Fortune 500 companies have signed up for ArkenOS, autonomous-lab startups are using it, and the system sees a couple billion tokens of research activity daily. He's deliberately postponing enterprise SaaS economics for three more months.
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