Python · LLM · Automation
AI Automated Search Pipeline
Automated data pipeline: web scraping, LLM-based scoring with feedback loops, Google Sheets integration, scheduled email digests.
National Scale
- 20+ Years leading digital execution
- 30+ National-scale programs delivered
- 10M+ Users supported in live systems
- North America
I lead complex digital programs at national scale. Twenty years delivering high-visibility programs across North America.
Track record
20+
Years leading digital execution
30+
National-scale programs delivered
10M+
Users supported in live systems
Selected work · de-identified
01
Scaling a National Digital Promotion with First-Time Ticketless Architecture
Led the U.S. transition from physical to fully digital participation for a global QSR brand. Repeatable execution model adopted for future programs.
QSR · National launch
02
Transforming Prize Fulfillment from Manual Checks to Real-Time Digital Payouts
Replaced legacy check-based fulfillment with secure API-based payouts at national scale. Clean launch despite first-time implementation.
Fintech integration · National scale
03
Scaling a Live Promotion Under Extreme Demand and Fraud Pressure
Multi-fold over-forecast engagement absorbed in real time. Avoided code depletion and legal risk through live ingestion and active fraud mitigation.
Live operations · Real-time scaling
Execution at scale is defined by how effectively teams adapt when real-world demand exceeds expectations.
Entry 03 · Live promotion
Personal studies · built on my own time
TypeScript · NLP · CLI
AI-Powered Task Manager
CLI task manager with natural language parsing, Obsidian vault integration, iCloud calendar sync, two-way checkbox reconciliation.
Python · OCR · Pipeline
Rental Tax Pipeline
End-to-end document processing pipeline: PDF ingestion with OCR, vendor classification with cross-year learning, human-in-the-loop review, template-driven Excel output.
These are personal builds, not client work. They keep me close to how the tools actually behave; the work I want to lead next is the organizational change around them.
About
I'm a digital leader focused on executing complex programs at scale.
I've led high-visibility national campaigns across North America, working across product, engineering, and operations to deliver under real-world constraints.
I'm now focused on the organizational side of AI: how systems should fit existing workflows, and how teams adapt as adoption lands.