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.

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

智能自动驾驶调度Agent

Python & Power BI data analytics pipeline engineered to evaluate operational safety, regulatory compliance, and deployment risk patterns across US robotaxi ecosystems. Built using the official NHTSA ADS crash dataset to transform messy, real-world autonomous driving records into structured business intelligence.

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

Motional (Hyundai + Aptiv) — autonomous driving and robotaxi

Pony.ai — autonomous driving + Robotaxi in China and US

Nuro — autonomous goods delivery and licensable AV stack

Waymo — Alphabet autonomous driving + Waymo One ride-hailing

Zoox (Amazon) — purpose-built robotaxi vehicle

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