20+ years in enterprise technology and operations

Technical program manager building governed AI and operational systems from ambiguity to launch.

Builder of open-source AI workflow and compliance tools (PM Butler, ComplianceGate). Applied-ML researcher with roots in media production.

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Machine Learning

Predicting Scripted Outcomes: Lessons from Building an ML System on 482K Pro Wrestling Matches

Case studies

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ComplianceGate

Moving compliance checks ahead of the commit in AI-assisted coding

Deterministic rule packs for HIPAA, PII, and PCI gate AI-written code at commit and push, with an optional LLM review for what rules can't judge.

Creator and technical lead

Heuristic-first checks across base, PII, HIPAA, and PCI rule packs, with a local audit trail

PM Butler

Turning project ambiguity into a gated, documented delivery workflow

A Head Butler and seven phase personas carry AI-assisted projects from discovery to launch, gating each phase and logging decisions in git.

Creator and technical lead

12 commands, 11 documentation templates, and two install paths