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A sandbox where race strategy meets code. Building Python tools to stress-test pit stops, tyre wear, and race sims — because I don’t just study data, I use it. Mixing engineering grind with a strategist’s instinct to stand out, shine, and prove I belong in the room where the race is decided.

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Strategy-Sandbox

A sandbox where race strategy meets code. Building Python tools to stress-test pit stops, tyre wear, and race sims — because I don’t just study data, I weaponize it. Mixing engineering grind with a strategist’s instinct to stand out, shine, and prove I belong in the room where the race is decided.

🏎️ StrategySandbox

A playground for building and testing race strategy + simulation tools in Python.
Exploring how data, decisions, and pressure shape outcomes in Formula 1.

Projects so far

  • Pit Stop Strategy Simulator: Compare 0-stop, 1-stop, 2-stop approaches using tyre degradation + pit loss models.
  • (coming soon) Tire Degradation Models
  • (coming soon) Lap Time Prediction with FastF1

Skills Used

  • Python (lists, tuples, loops, functions, dataclasses)
  • Git/GitHub for version control
  • Numerical methods & basic simulation techniques

Goals

  • Build a portfolio of race strategy simulations
  • Sharpen coding + analysis skills for motorsport engineering
  • Contribute to long-term career path in Race Strategy

"Every dream needs a team — and every strategist needs a sandbox."

About

A sandbox where race strategy meets code. Building Python tools to stress-test pit stops, tyre wear, and race sims — because I don’t just study data, I use it. Mixing engineering grind with a strategist’s instinct to stand out, shine, and prove I belong in the room where the race is decided.

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