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Zandvoort's Farewell, Norris's Charge, and What a Shifting Championship Means for Real-Time F1 Telemetry Systems
Zandvoort’s farewell, Lando Norris’s Dutch GP win, and the FIA’s 2026 technical reset have pushed McLaren’s title defence into a new reality. This article explains what that shifting championship and Section C Issue 20 mean for Project Apex’s real-time F1 telemetry, from FastF1 ingestion to regulation-aware models and secure dependency management.

Tim Harmon
Sep 64 min read


Suzuka to Miami: What the Japanese GP Tells Us About F1's 2026 Data Gap
Three race weekends into 2026, Formula One has produced five documented power unit failures, one 50G crash at Suzuka, and a formal FIA acknowledgment that the sport's data architecture cannot surface closing-speed differentials in real time. This analysis examines what the Japanese GP telemetry reveals about F1's 2026 data visibility gap — and why the independent validation case has never been stronger heading into Miami.

Tim Harmon
Apr 215 min read


The Blind Customer: Securing Cost Cap & Performance in F1's 2026 Active Aero Era
For decades, overtaking in Formula 1 was a mechanical handshake between driver and machine. The driver pressed the DRS button, a flap opened, and drag was reduced. It was a system governed by human intent.

Tim Harmon
Jan 53 min read
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