AI systems, computer vision, and software architecture for real-world environments.

CorridorKey-Runtime

Native runtime and OFX plugin for neural green screen keying in DaVinci Resolve, with GPU acceleration for NVIDIA RTX and Apple Silicon. Built in collaboration with Corridor Digital, with a deterministic inference path designed for real post-production workflows.

Role

Engineering lead — runtime architecture, OFX plugin, cross-platform inference (CUDA / MLX), packaging.

Impact

Brings Corridor's keying model into a professional editing tool as a production-ready plugin, without a cloud dependency.

Stack

C++ · Python · CUDA · MLX · ONNX · OFX

• GitHub ↗
• Original Corridor video ↗

SODA Vision — AB InBev

End-to-end computer vision platform used across AB InBev factories. I led architecture for the ecosystem, separating a cloud-based editor and management layer from a deterministic runtime. Introduced a domain-specific language to standardize industrial vision pipelines and a standardized inference node architecture with offline execution and industrial data publishing.

Role

Software Architecture — platform design, DSL, runtime, inference node architecture.

Impact

Standardized how computer vision is built, deployed, and operated across a global manufacturing footprint. Co-created the LAHBS Box initiative, which evolved into a commercial offering.

Stack

Python · C++ · PyTorch · OpenCV · Docker · Linux

Visual inspection system — Colgate-Palmolive

A deep-learning visual inspection system that replaced legacy sensors on high-speed production lines across facilities in the USA and Mexico. Delivered through Baunilha Systems: calibration workflows, GPU-accelerated industrial PCs, on-site validation and production rollout.

Role

Architect and tech lead — model integration, deployment, validation, on-site rollout support.

Impact

Reduced false rejection rates and enabled real-time quality analytics on high-speed lines.

Stack

Python · PyTorch · OpenCV · Industrial PCs · Linux

Marvitech — Multi-tenant backend & device fleet

A multi-tenant backend in .NET and PostgreSQL, plus fleet management for Raspberry Pi devices with reliable OTA updates in low-connectivity environments. Paired with an offline-first Flutter mobile app with background synchronization.

Role

Architecture and delivery — backend, device fleet, mobile sync.

Stack

.NET · PostgreSQL · Flutter · Raspberry Pi · Linux