Phil Karpowich

Notes on building AI that actually ships — MCP patterns, the compliance and stakeholder mechanics that decide whether AI initiatives make it to production, and the unglamorous middle layer where models meet the business.

Recent writing

// nothing published yet — drafts in flight.