Projects spanning AI deployment, institutional finance, real estate development, and technology ventures.
AI · Enterprise Deployment
Enterprise AI Risk Framework
Designed and deployed the AI risk governance framework for Citigroup's global AI rollout. Covered model risk, ethical use, controls, and monitoring infrastructure across all lines of business.
200,000+ employees · Global
AI · Agentic Automation
Agentic Software Development Platform
Led deployment of AI coding agents and agentic workflows for Citigroup's developer population. First major U.S. bank to deploy at this scale. Covered tooling, policy, risk controls, and change management.
40,000+ developers · Dec 2024
AI · Studio Build
JMH Studio — AI-Native Advisory Infrastructure
Built a fully AI-native solo advisory operation from scratch in 72 hours: git-versioned ops documents, automated sprint workflow, local LLM deployment, browser automation stack, and multi-model AI team architecture.
0 → operational · 72 hrs
Finance · Innovation
Cross-Asset Margining Framework
Designed novel margining framework for Goldman Sachs's $5.5T asset management division. Produced a 90% reduction in liquidity requirements across multi-asset portfolios through cross-product offset methodology.
Goldman Sachs · $5.5T AUM
Finance · Crisis Analytics
European Sovereign Debt Crisis Analytics
Built the quantitative analytics framework for Goldman Sachs's firmwide European sovereign debt exposure during the 2010–2012 crisis. Covered contagion modeling, scenario analysis, and executive-level reporting.
Goldman Sachs · $61B Portfolio
Real Estate · Development
Global Hotel Portfolio Expansion
Drove global growth pipeline for Standard International (acquired by Hyatt). Identified and underwritten 15 properties across North America, Europe, and Asia. Led deal structuring, operator agreements, and capital strategy.
15 Properties · $1B+ Development
Real Estate · Acquisition
Palm Springs Hotel Acquisition
Led acquisition strategy and underwriting for a 200-key full-service hotel with 50,000 SF F&B in Palm Springs. Coordinated purchase financing, renovation scope, brand repositioning, and operator selection.
200 Keys · 50,000 SF F&B
Real Estate · Entertainment
Brooklyn Mirage Entertainment Complex
Original development team member for Avant Gardner's Brooklyn Mirage — an 80,000 SF outdoor venue that became one of the highest-ranked electronic music clubs globally. Led operational strategy and venue buildout.
80,000 SF · Top-Ranked Global Venue
Real Estate · M&A
NYC Multifamily Portfolio Acquisition
Supported acquisition and integration of a 1,300-unit multifamily portfolio for A&E Real Estate. Covered financial modeling, due diligence coordination, regulatory review, and post-close asset management strategy.
A&E Real Estate · $800M Transaction
Technology · Venture
One Night — Hotel Booking Platform
Core team member for Standard International's same-day hotel booking app. Raised $5M Series A, launched in 17 cities across 200 hotels. Led market strategy, hotel partnerships, and operational buildout.
$5M Series A · 17 Cities
Real Estate · New Venture
Las Vegas Casino Resort Development
Developed project concept and financial strategy for a mixed-use casino resort in Las Vegas: 600 hotel keys, 100 condominium units, gaming, and entertainment programming. Full capital structure modeling.
$500M Mixed-Use · 700 Units
AI · Product Concept
Tokenpalooza — Digital Event Platform
Designing an AI-powered digital assets and tokenization event platform under MFA Group. Concept architecture, go-to-market strategy, and tokenization framework development in progress.
MFA Group · 2026