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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


Mid-Season Tweaks and a Tiny CVE: Keeping F1 Telemetry Honest in 2026
F1’s urgent 2026 rule tweaks didn’t just change ERS and Boost – they quietly raised the bar for telemetry integrity and software security. This piece unpacks how a couple of Python requests CVEs intersect with timing, governance, and race strategy, and why teams need validator-style guardrails before trusting any number on the wall.

Tim Harmon
Aug 227 min read


When Data Goes to Court: How the Gasly Appeal Exposes F1’s Governance Gap — and Why Teams Need Independent Telemetry Validation
Pierre Gasly’s reinstated Monaco podium is more than a legal story – it exposes Formula 1’s data‑governance gap. This article unpacks how a 77‑centimetre timing misconfiguration forced the FIA’s International Court of Appeal to step in, and shows how Project Apex could give teams like McLaren independent telemetry validation and evidence‑grade audit trails.

Tim Harmon
Jun 297 min read


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


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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