Formula One
Power Unit
A 1.6L V6 turbo hybrid producing ~1,000 HP. The MGU-K recovers kinetic energy under braking; the MGU-H harvests heat from exhaust gases. Thermal efficiency exceeds 50% — better than any road car engine ever built.
Aerodynamics
At 250 km/h, a modern F1 car generates enough downforce to drive upside down on a ceiling. Every surface is sculpted to manage airflow — from the front wing endplates to the floor edge vortices. Teams run thousands of CFD simulations per week.
Strategy
Race strategy is a real-time optimization problem. When to pit, which tire compound, whether to undercut or overcut — these decisions are made using Monte Carlo simulations running live models of every car on track. A 0.3s miscalculation can cost a podium.
Data Pipeline
Each car streams ~1,500 data channels at 1 kHz to the pit wall via a 10 Gbit/s link. Engineers at the factory receive the same feeds with a ~0.5s delay. Machine learning models flag anomalies before the driver or engineers notice them.
What draws me to Formula 1 isn't the spectacle — it's the decision-making under uncertainty. A pit wall strategist has 300 data channels, degrading tires, and 0.3 seconds to call the undercut. It's applied game theory at 300 km/h.
I track race strategies, analyze telemetry patterns, and study how teams optimize under constraints that mirror the problems I love in software — resource allocation, real-time decision systems, and finding the edge in noisy data.