Reasoning
Why the system is shaped this way—not just a feature inventory.
A closer look at how I turn complex data workflows into reliable products—covering the decisions, architecture, safeguards, and interfaces behind the final screen.
Both projects connect infrastructure-level engineering with an outcome people can understand and use.
Forecasting infrastructure
A configurable Frappe/ERPNext platform with incremental ingestion, two cloud execution paths, automated backtesting, probabilistic output, and safe delivery.
Business intelligence
A customer-facing analytics layer spanning operations, finance, and P&L—with transparent calculations, drilldowns, health signals, and recommended actions.
What these stories show
Why the system is shaped this way—not just a feature inventory.
Locks, validation, atomic writes, observability, and safe failure paths.
How technical work becomes a useful decision or repeatable business workflow.