Learning systems for capability, agency, and scale.
I build the structures behind effective learning: curriculum architectures, AI-enabled workflows, assessment models, and the operating systems that turn training into measurable capability.
Currently leading learning engineering at Tesla's Gigafactory Texas. Previously: Google Privacy, EdTech, higher education.
Writing Education Unconstrained: Designing for Emergence, a reconstruction of education around agency, praxis, and human development.
01
Systems
Workflows, feedback,
tools, governance.
tools, governance.
02
Capability
Durable performance
under real conditions.
under real conditions.
03
Agency
Meaningful action,
judgment, adaptation.
judgment, adaptation.
Learning becomes capability when systems are designed for agency.