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Monaco's 77-Centimetre Error: Why Formula 1 Now Needs Independent Telemetry Validation
A 26cm installation error in Monaco’s pit-lane timing loop erased Pierre Gasly’s podium and triggered an FIA controversy. In this case study, I unpack what actually failed in F1’s data pipeline and show how Project Apex — a real‑time, zero‑trust telemetry validator — would have caught the problem before it became a headline.

Tim Harmon
Jun 198 min read


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
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