Finance · Technology · Leadership

I solve complex problems—sometimes with financial engineering, sometimes with software, usually with both.

My background is in structured finance and real estate debt. I spent a decade advising institutional investors on interest rate risk, then managed a $2.5B portfolio through a challenging market cycle. Along the way, I started competing in AI hackathons, learned to build software, and discovered that the same frameworks I use for financial risk translate surprisingly well to product design and technical systems.

$20B+ Assets Under Advisory
12+ Years in Capital Markets
$116B Debt Advised (CIRM)
Laurie Sartain

Projects & Wins

AI Energy Derivatives
June 2025

Panoptic

MARA Holdings Hackathon · 1st Place · 1 Bitcoin (~$103K)

MARA Holdings is the second-largest corporate holder of Bitcoin. They challenged participants to build an AI-driven system to arbitrage energy and AI inference prices across their global data center portfolio.

My team built Panoptic, a platform that integrates satellite data with real-time energy pricing to optimize compute allocation and infrastructure investment. The system includes a global visualization of MARA's data centers, AI-powered analysis for battery storage buildouts and expansion siting, an automated energy treasury that deploys power based on grid pricing, and a derivatives platform for hedging Bitcoin and energy exposure.

The derivatives component drew directly on my background in interest rate risk—the same hedging frameworks that work for real estate debt also work for energy and crypto treasury.

AI Agents UX Evolutionary Systems
June 2025

Survival of the Feature

AI Engineer World's Fair · 1st Place · Keynote Presenter
Presenting at AI Engineer World's Fair keynote

Traditional A/B testing is slow and manual. I designed a system that applies evolutionary biology to user interfaces—beneficial changes propagate, harmful ones die off, and the UX evolves autonomously.

Survival of the Feature uses two AI agents working in coordination. The first generates UX variations and deploys them to a sample of users. The second applies statistical analysis to real-time user response, determining whether each variation improves engagement while calibrating how quickly to expand exposure. It's similar to natural selection, except data accelerates the process.

We won first place out of 45 teams and presented at the conference keynote.

Interest Rate Risk Advisory

Managing Director

The Corporation for Interest Rate Management (CIRM)
12+ Years Combined

CIRM is an interest rate risk advisory firm founded in 1981. We've advised on more than $116 billion in debt over the past three years, helping real estate developers, investors, and corporate borrowers manage interest rate exposure through derivative solutions and hedging strategies.

I spent nearly a decade at CIRM earlier in my career, advising institutional clients across $20B+ in assets. Interest rate caps used to be a rounding error in real estate deals. Then 2021 happened, and suddenly they were seven-figure decisions. The environment changed, but most borrowers' approach didn't—they hedged because lenders required it, not strategically.

We helped clients think about hedging strategically rather than reactively—analyzing structure, strike, and term across their portfolios instead of deal by deal. When you're spending seven figures on rate protection, the decisions deserve more attention than they typically get.

At PCCP, I managed a $2.5B levered real estate debt portfolio. When the market got difficult, I re-underwrote collateral assets and structured loan modifications that secured $25M in cash equity on $230M in troubled loans—work that combined borrower financial analysis with rate environment strategy.

I'm now back at CIRM, helping real estate investors manage rate exposure. The firm has over 40 years of expertise in interest rate risk, and we use that knowledge—combined with the right tools and technology—to help clients make better financing decisions.

Visit CIRM

Nonprofit Leadership

Interim Executive Director

MAKE Literary Productions
September 2024 – September 2025

MAKE Literary Productions is an international arts nonprofit connecting writers between Chicago and Mexico City. When the founder of 17 years departed, I stepped in as Interim Executive Director to lead the transition.

The work involved major governance restructuring and organizational strategy to position the nonprofit as a fundable, sustainable venture. I worked with staff and the board to run a highly competitive search process to identify our new Executive Director, Sofia Samatar—a World Fantasy Award-winning author and professor at James Madison University.

I also built the organization's CRM from scratch—contact management, donation tracking, grant deadlines with year-over-year feedback analysis, pipeline management. The system ingested 17 years of QuickBooks data, matched transactions to contacts, deduplicated records, and built out the donor network automatically. The team is using it now, and I'm continuing to develop the platform for other organizations.

Read the announcement

Civic Engagement

ULI San Francisco

Co-chair of the Young Leaders Programming Committee, connecting real estate professionals with industry leaders and emerging trends.

Building Community Leaders

Completed the inaugural cohort of the BCL Campaign Boot Camp, a program focused on developing leaders for public service and civic engagement in San Francisco.

Frontier Tower

Democratically elected to the Governance Committee by the community and selected by the committee as chair.

MAKE Literary Productions

Board member. Previously served as Interim Executive Director and Board Chair.

Background

I studied mathematics and English literature at the University of Chicago—a combination that taught me to think in systems while staying attuned to how ideas land with people.

My career has moved between structured finance, nonprofit leadership, and technology. I've found that the analytical frameworks transfer surprisingly well: risk assessment, stakeholder management, building under constraints. Whether I'm structuring a hedge, designing a product, or running an organization, the core problem-solving approach is the same.

I'm always happy to connect—whether you're navigating capital markets questions, building something interesting, or just want to grab coffee.

Credentials

Financial Risk Manager (FRM) Global Association of Risk Professionals
CFA Level I CFA Institute
B.A. Mathematics & English Literature University of Chicago