Reading up on Knight Capital

Optiver, a proprietary trading firm, has evolved from latency-focused trading to AI-driven models, building custom hardware and full-stack systems while maintaining high engineering ownership and risk-averse speed.

Bias toward action means taking the smallest responsible step with guardrails, using reversible decisions, error budgets, and safety nets to learn faster without catastrophic failure.