Research Culture

Stop Chasing Better Algorithms. The Real AI Edge Is Boring.

Frontier AI models converge on the same winning optimization ideas. The real differentiator isn’t algorithmic novelty—it’s methodological rigor. The best researchers preserve weak experimental signals long enough to validate them, while others prematurely discard ambiguous results. This boring, unsexy skill is what separates champions from the rest.