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What Norris' DNF Revealed About F1's Telemetry Blind Spot
Project Apex is a Splunk-based motorsport telemetry validation concept built to detect anomalies, data gaps, and physics-envelope inconsistencies in Formula 1-style race data. Monaco lap analysis combines telemetry reasoning, mission-control monitoring, and explainable validation logic to support reliability, compliance, and race-engineering decision-making.

Tim Harmon
Jun 124 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
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