Forecasting and operational data platforms
Designing pipelines that normalize varied inputs, support analytical workflows, and turn operational data into useful planning signals.
ForecastingData normalizationAnalyticsReporting
Public-safe project themes
Systems work across software, data, infrastructure, and operations.
These are the themes I can discuss publicly: the shape of the problems, the architectural patterns, and the operating principles, without exposing private customer, product, or source-system details.
Resilient communications and alerting
Building systems where delivery paths, field conditions, network constraints, and operator clarity matter as much as the application code.
AlertingDatacastingRealtimeRedundancy
Mobile and edge recovery
Connectivity patterns for mobile, LAN, cloud, discovery, failover, and devices that need predictable behavior outside ideal network conditions.
Embedded and appliance systems
Linux, constrained-device operations, receiver workflows, durable updates, and field-oriented runtime design.
Automation and institutional memory
Practical automation that documents what the organization learns, lowers recurring load, and keeps humans in control of risky actions.