OpenAI researcher Noam Brown detailed how 10,000-agent swarms parallelize reasoning to solve landmark mathematical problems, while warning that emergent agent coordination, sandbox awareness, and chain-of-thought degradation present profound alignment risks as recursive self-improvement accelerates.