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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


When the Car Lies: Telemetry Integrity Lessons from the 2026 Canadian Grand Prix in Formula 1
The 2026 Canadian Grand Prix delivered five DNFs, one DNS, and a race‑leading power unit failure. This article treats Montréal as a live case study in telemetry integrity: what the car’s data said, what physics allowed, and why observer‑only, physics‑based validation like Project Apex now matters in Formula 1.

Tim Harmon
May 265 min read


The 130°C Blindspot: Why F1’s 2026 Regulations Demand Zero-Trust Edge Compute Trackside
The FIA’s 130°C compression-ratio limit for 2026 Formula 1 power units exposes a critical cyber-physical blindspot. When engines expand under extreme heat, unmapped torque spikes threaten to stall Active Aero platforms. Discover how Project Apex utilizes zero-trust, edge-compute telemetry on Cisco IOx to bridge the sim-to-reality gap and validate trackside physics in real-time.

Tim Harmon
Mar 13 min read
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