Session Connecting to artifact bucket…
What this is

Static shell. Live artifact stream from Cloudflare R2.

This page is a static frontend for my F1 prediction stack: Cloudflare Containers spin the ML pipeline up around F1 sessions. Hover the info icon to see more. ML prediction runs in a cloudflare container that spins up on race weekends in - gives us realtime ML results. 2023-2025 priors FastF1 / fixtures / live timing \ / \ / +--> backfill + feature rows ------------------+ pace, degradation, speed, quali, grid | v Cloudflare Container wakes | v champion model inference | v publish_event_artifacts -> compact JSON event_outlook / telemetry / spotlight | v R2 public bucket + current_pointer immutable snapshots within budget | v static /f1 shell pulls, renders, stays up

Race outlook
Finish Driver Forecast Vs call Podium Detail
Detail
Open any row or signal card to see the evidence and how that signal was generated.
Open any row or signal card to see the actual evidence behind it.
Session status
Data sources and the short model explainer will appear once the latest event bundle loads.

Pending

Waiting for the latest event bundle.

Spotlight

Loading the latest race story.

More signals

Loading evidence-backed signals from the current event bundle.

Recent snapshots

Recent snapshots will appear here after the season index loads.