ModernCYPH3R

Principal Solutions Architect. Spent too many years wrestling with enterprise monoliths and Adobe Experience Manager deployments. Now focusing on high-velocity data ingestion, FastAPI, and hard-resetting statistical models for high-variance systems. Currently over-engineering a lottery variance engine to track Markov/Poisson distributions across state-level data. Because if you’re going to play a game with negative expected value, you should at least do it with clean data. Stack: Python/FastAPI, React, Cloud Run, Postgres.