AI-ready operations leader
Bridging emerging AI and operational reality.
$10M P&L ownership, hands-on AI infrastructure deployment, and global regulatory expertise in one operator. Seeking VP and Director roles in Operations, AI Strategy, and Product Leadership.
- $10Mrevenue line built from concept
- 100+team scaled from 3, at 90% retention
- 41%net profit margin
- 0violations across U.S. Department of Education audits
About
Operations executive with the technical depth to run AI in production.
Seventeen years scaling mission-driven organizations, including building a $10M revenue line at Noodle from concept to a distributed team of 100+ at a 41% net profit margin and 90% retention, and supporting 2U’s growth from 200 to 750+ employees across three continents. Hands-on with self-hosted LLM deployment, Linux infrastructure, and API-driven automation.
I build the systems that let organizations adopt AI without losing compliance, culture, or the people. My work spans operations, AI governance, and regulatory infrastructure across GDPR, HIPAA, FERPA, CCPA, and ADA Title II, with zero violations across federal audits. EMBA candidate at Quantic, chosen for its AI-era leadership curriculum.
Since 2025 I have run TMR System, my independent consulting practice, delivering AI-readiness, compliance, and market strategy work for growth-stage organizations, including regulatory mapping across French and U.S. accreditation frameworks for OpenClassrooms. I am seeking a full-time VP or Director role where I can apply these systems at scale inside one organization.
Full resume (PDF) →
Technical fluency
AI infrastructure
Self-hosted LLM deployment on Linux (Ollama, Open WebUI), model evaluation, and adoption strategy.
Systems & APIs
Linux administration, Python, SQL, Docker, and workflow automation across the operations stack.
Compliance
GDPR, HIPAA, FERPA, CCPA, ADA Title II, European Accessibility Act, WCAG 2.2. Zero violations across federal audits.
AI governance
AI adoption and governance workflows, third-party AI vendor risk evaluation, and translation of emerging regulation into implementation plans.
Selected work
Operations
Scaling a services org from 3 to 100+
Built the operational backbone at Noodle as the team grew: hiring, onboarding, delivery, and upskilling systems that held 90% retention and a 41% net profit margin to enterprise scale, building a $10M annual revenue line.
Compliance & risk
AI and accessibility compliance frameworks
Designed evaluation frameworks at CodePath identifying ADA Title II, CCPA, and European Accessibility Act gaps ahead of enforcement, and led vendor evaluations for third-party AI and data tools. Managed teams in the Philippines, EU, and UK with zero compliance violations.
Governance research
GBPE governance framework
Governance measurement framework scoring 60+ entities across 11 dimensions, using a dual-scoring method that separates domestic governance from global impact. Nine interactive visualizations, 900+ academic citations, documented verification process.
View the framework →Lifecycle marketing
Lifecycle marketing for 20,000+ users
Directed automated engagement workflows and A/B testing at CodePath, improving customer retention 15% year over year. Referral pipeline attribution built in Tableau for Amazon, Comcast, and Workday partnerships.
Case study →Learning design
Human rights & tech operations course
Executive curriculum turning international human rights standards into operational implementation: wage alignment, supply chain mapping, grievance mechanisms, third-party verification.
Request details →Start the conversation
Open to VP and Director conversations, and to informational conversations with people doing this work in mission-driven technology.