I'm Will.

I build at the intersection of applied AI, data infrastructure, and business strategy.

Primitive Thinking

Knowledge graph engine for agentic AI with temporal reasoning and conflict detection.

Transformer foundation models trained on raw product event sequences for churn prediction.

Jupyter magic commands for Databricks SQL exploration.

Agent skills library that operationalizes Hubbard's measurement framework into composable skills for Claude Code.