Assessment
Physical AI & Urban CCAM Readiness
A structured assessment method helping cities evaluate legal authority, data capacity, staffing, curb policy, and operational readiness for automated and embodied systems.
Projects
Research becomes useful when it becomes something a public agency can run. These are the platforms and programs where that happens.
Platform · AV&City · Founded & led
A research, policy, training, and consulting platform convening researchers, policymakers, industry, and communities around automated mobility and Physical AI in real urban settings.
Open Tool · Signature framework
A computational framework for modeling street and curb operations — allocation, conflict, throughput, and access — so streets can be managed as public assets with measurable performance.

Applied portfolio
Assessment
A structured assessment method helping cities evaluate legal authority, data capacity, staffing, curb policy, and operational readiness for automated and embodied systems.
Civic · Founder
Creator and founder of SFLuv.org, a San Francisco nonprofit using local blockchain infrastructure to circulate spending within neighborhood businesses — reported by the organization at $500K+ in local community impact since 2024.
Applied
Work with public agencies on digital transformation: moving technology pilots past demonstration into procurement, staffing, data governance, and sustained operations.
Applied
Applied work on pricing, allocation, and enforcement of curb space for delivery, transit, micromobility, and accessible loading in dense urban corridors.
Research to practice
Studying how services such as Waymo interact with public transit ridership and access, and what agencies should require from operators in exchange for street space.
International
Joint work with European and international partners on cooperative, connected, and automated mobility — comparative governance, harmonized evaluation, and shared testbeds.