01
Physical AI strategy
Define where perception and autonomy can create durable value, what the system must sense, and which real-world constraints belong in the technical roadmap.
Physical AI · Correlations
AI systems for thephysical world.
I'm an electrical engineer, founder, and Physical AI operator working across perception and inference—and tracing the compute, energy, infrastructure, and model shifts around those systems.
Based in San Francisco.
Founder & Chief AI Officer at Intuitivo.
Current role
Founder & Chief AI Officer · Intuitivo
Recognition
MIT Innovator Under 35 · 2022
Public collaboration
AWS Machine Learning
Capabilities
From physical signal to operating system.
02
Computer vision & perception
Architecture for camera-based systems across edge and cloud, with attention to sensing conditions, latency, reliability, model limits, and inference economics.
03
Edge & cloud AI infrastructure
Production systems for moving physical-world data from capture to inference, with explicit decisions around deployment, observability, cost, and recovery.
04
System evaluation & diligence
Focused reviews for founders and technical leaders evaluating perception systems, architecture risk, operating constraints, or a build-versus-buy decision.
Selected work
Applied systems, documented without theatre.
Explore the workFounder & Chief AI Officer
Intuitivo
Leading the development of AI infrastructure for unattended retail, combining computer vision, IoT, and cloud systems for autonomous points of purchase.
- Camera-first perception
- Cloud inference infrastructure
- Applied AI in physical retail
Public technical collaboration
AWS Inferentia
A documented collaboration with AWS around running computer-vision inference on purpose-built accelerators with PyTorch and AWS Neuron.
- CNN inference
- Cost and throughput optimization
- PyTorch · AWS Neuron
Founder & former CTO
Aratiri
Work at the intersection of digital manufacturing, 3D design and printing, and connected hardware systems.
- Digital manufacturing
- 3D design and printing
- IoT systems
Physical AI · Correlations
Systems, and the forces around them.
Writing on perception, inference, and autonomy—plus correlations across compute, energy, infrastructure, and model shifts.
Browse the writingCorrelations
Paraguay y la Fábrica de Inteligencia
A case for turning Paraguay's energy advantage into infrastructure for AI computing.
Correlations
Estaba equivocado sobre los modelos autoregresivos.
A reflection on the shift from diffusion models to native multimodal image generation.
Physical AI
Why we need Levels of Autonomy on Unattended retail
Autonomy Levels on Unattended retail
Conversation
Building an AI system that has to work in the real world?
Share the context, the constraint, and the decision you need to make. I'll tell you if my experience is relevant.