A data specification to enable right-of-way regulation, digital policy, geofencing, and two-way communication between mobility companies and public agencies worldwide for any regulated, shared vehicle.

Physics-based road & track annotation engine for AV/robotaxi teams and researchers (C++20 core, Python+Go frontends).

Open dataset of autonomous vehicle service areas and operational details. Powers avmap.io and welcomes community contributions.

Open-source scraper pipeline for finding robotaxi license plates, uploading evidence, and creating moderation submissions in a Supabase-backed tracker.

Research-style robotaxi portfolio covering outage robustness and PUDO operations—PRDs, p95 metrics, release gates, and validation plans.

real-time data, market trends, and the impact on urban mobility of truly autonomous vehicles.

Reference blog about autonomous vehicles around the world

🚖 Explore robotaxi pain points through practical work samples focused on product scope, metrics, V&V plans, and data strategies for improved PUDO.