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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


F1’s 2026 Energy Crisis Is a Cyber-Physical Security Problem — And Nobody Is Talking About It That Way
Two race weekends. Five cyber-physical failures. Zero independent validation. When McLaren’s 2026 Chinese GP double DNS was confirmed terminal at 12:21 am, it wasn’t a mechanical story — it was a data integrity failure. CISSP-certified Lead Enterprise Architect and FIA-certified marshal Timothy D. Harmon analyzes what went wrong, what the FIA is doing about it, and how Project Apex closes the gap.

Tim Harmon
Mar 1718 min read
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