Selected Work

Projects and Case Studies

Work examples organized around architecture, constraints, technical ownership, and the systems judgment behind the implementation.

Professional Systems

Industrial Automation

Aviro360 Platform

Public-safe production architecture case study

Led architecture for the next-generation yard visibility platform, integrating continuous edge vision, secure networking, cloud services, fleet operations, and operator workflows across production logistics facilities.

Edge AI FastAPI AWS Kubernetes WireGuard

Selected implementation details are intentionally omitted. The architecture, operating constraints, and engineering patterns shown here are public-safe.

Field Sensors + Cameras
Edge Inference Services
Secure Site Network
Cloud APIs + Storage
Ops Dashboard + Alerts
Architecture under production constraints

Decisions, failure behavior, and accepted tradeoffs

The design treats unreliable site connectivity and remote recovery as normal operating conditions, not exceptional cases. Details below describe the public-safe decision model without exposing customer-specific infrastructure.

Constraint
Production workflows had to remain useful at remote sites with mixed hardware, imperfect links, and no dependable inbound access path.
Decision and alternative
Run inference and maintain operational state at the edge, with event-driven cloud coordination. Central-only orchestration was simpler centrally but would make site operation dependent on link availability.
Partition behavior
During link loss, on-site processing continues against local state. Cloud-facing state, configuration status, and fleet visibility catch up as connectivity returns and desired state is reconciled.
Failed rollout and recovery
Idempotent deployment steps, independent health signals, watchdogs, and known-good images provide layered recovery without requiring an engineer to enter the site network.
Security boundary
Short-lived AWS STS credentials, hardware authentication, and WireGuard avoid long-lived deployment secrets and eliminate routine inbound site access.
Accepted consequence
The platform accepts eventual consistency and additional edge operational complexity in exchange for local autonomy, controlled recovery, and centralized fleet management across multiple facilities.
Production-Derived Reference Architecture

Distributed Edge AI Deployment Framework

Architecture pattern for field-deployed computer vision

A reusable pattern for edge inference nodes that remain useful through connectivity loss, reconcile desired state, publish reliable events, and expose operational telemetry without requiring inbound access to remote sites.

NVIDIA Jetson DeepStream FastAPI Redis WireGuard
NVIDIA Jetson
DeepStream Pipeline
Local APIs + State
Secure Event Channel
Cloud Operations

Independent Products

Founder & Developer

CivicsTests

Full-stack U.S. civics preparation platform

A production education platform with authenticated user flows, location-aware government data, automated sync jobs, and portable development to production database configuration.

CivicsTests interface
Founder & Developer

BraggLive

Browser-based optical Fiber Bragg Grating simulator

A numerical simulation tool that keeps compute in the browser, using WebAssembly for the solver and Web Workers to isolate heavy calculations from the interface.

BraggLive spectrum and data-flow interface