Research & Articles

WARPSimLab research and articles cover personal finance simulation, retirement modeling, software development, and lessons learned while building the simulator.

Available Articles

The articles below are available as web pages. Additional research and project reports may be added over time.

Seven Months and 20,000 Lines of Python Later

Lessons from building WARPSimLab, a personal finance and retirement simulation platform, with AI assistance. This article discusses code generation, architecture, debugging, refactoring, context limits, hallucinations, and lessons learned from a medium-sized software project.

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