Production IoT telemetry platform
Sensor Industries · 2016–2026
Delivered the core Java ingestion-and-distribution backend: sensor data through AWS SQS, persisted to DynamoDB, served via AppSync (GraphQL) and REST. Scaled to 30K+ heterogeneous sensors across 100+ buildings without re-architecture.
JavaAWS SQSDynamoDBAppSyncGraphQL
LoRaWAN & mesh network rollout
Multi-tenant properties · Sensor Industries
Designed, deployed, and debugged LoRaWAN and mesh networks across resorts and multi-tenant dwellings, including Wyndham Resorts. Ported the SIMESH gateway to MicroPython across multiple MCU targets, decoupling the mesh from a single hardware vendor.
LoRaWANMeshMicroPythonNode.js Lambda
AI work-order narrative system
Sensor Industries
Built a system on AWS Bedrock that automatically generates detailed narratives for complex, customer-facing work orders. Also ran exploratory predictive analysis on raw sensor data to flag localized flooding before it escalates.
AWS BedrockAI/MLPredictive analysis
HVAC interoperability device
Envenergy · 2010–2014
Architected the embedded bridge between proprietary HVAC systems (Trane and others) and one standard interface; built the Java Swing configuration and scripting tool. Engagement led to an OEM bundling contract with Trane.
EmbeddedJava SwingUDP