疾風
Swift Wind
Precision. Honor. Speed.
Two blades forged in data. Hamon reveals qualifying order through lap time mastery. Tamahagane predicts race destiny through endurance calculations. Both sharpened on the FastF1 API, both bound by samurai precision.
Two models, forged as one system
The Art of Qualifying
Named after the temper line on a katana blade, the pattern that reveals its soul. Predicts best lap times for each driver, revealing the grid order through precision, not guesswork.
Approach
FastF1 API data, lap time analysis, track-specific modeling
The Folded Steel
Named after the legendary Japanese steel, folded thousands of times for strength. Predicts race completion times for each driver, revealing finishing order through calculated endurance.
Approach
Race pace modeling, tire strategy simulation, historical race data
Rather than predicting winners directly, Hayate calculates what matters: lap times in qualifying, race completion times in the Grand Prix. The order emerges naturally from precision, not from forced classification. Like a blade finding its target through perfect form.
FastF1 API provides the raw steel, telemetry, lap times, sector speeds, tire data. Each model folds this data like tamahagane steel, thousands of iterations refining the edge until the blade can cut through uncertainty.
Hamon and Tamahagane work in harmony. Qualifying reveals starting position through single lap mastery. Race predictions demand endurance, strategy, adaptation. Together, they form a complete picture, from lights out to checkered flag.
"A blade is only as sharp as its maker's discipline. The data is forged, the models tempered, the predictions strike true."
The blades are being sharpened. Want to know when Hayate takes its first lap, or learn more about the forge?
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