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Predict the race before lights out

Kronector turns Formula 1 telemetry, qualifying pace, driver form, and model explainability into race-winning predictions before the grid forms.

READY FOR QUERY
DRIVER
TEAM
WIN %

Submit a query to see predictions...

SHAP FEATURE INFLUENCE

Awaiting prediction...

settings_input_antenna LATEST SYNTHESIS

Waiting for agentic synthesis...

71% Winner Accuracy
0.94 ROC AUC
4-Agent Pipeline
< 1s Inference

Technical Core

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Race Prediction

XGBoost & LSTM hybrid ensemble trained on 20 years of historical race data and live lap telemetry.

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SHAP Explainability

Deep-dive into every prediction. Understand exactly how tire age or air pressure influenced the model's output.

monitoring

Drift Monitoring

Real-time detection of concept drift as track conditions evolve beyond the initial training baseline.

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Agentic Race Radio

LLM-powered reasoning agents synthesize raw model outputs into strategic audio/text directives.

Pipeline Architecture

FASTF1 + JOLPICA
INGESTING
25+ FEATURE VECTOR
NORMALIZED
ENSEMBLE BACKBONE
TRAINED
TRITON INFERENCE
SERVING
LLM PIT-WALL
SYNTHESIZED

Ask the pit wall before race day

Deploy the most advanced prediction suite in open-source motorsport intelligence.