CMW

CMW Capital Management

AI-Native Investing.

A new kind of investment fund.

The quantitative trading industry is being transformed by AI. Legacy funds built moats through expensive data, PhD talent, and infrastructure — all of which are now being commoditized by AI. CMW Capital is built from the ground up to leverage this shift. We use proprietary AI systems to discover, validate, and execute trading strategies with speed and rigor that legacy infrastructure cannot match.

01

Adversarial Research

Our AI systems are designed to challenge their own assumptions — testing every hypothesis from multiple angles before it reaches validation.

02

Rigorous Validation

Every trading hypothesis is backtested across multiple market regimes. Only strategies that survive statistical scrutiny and real-world friction modeling are promoted.

03

Resilient by Design

Research and execution run on independent, purpose-built GPU infrastructure. Designed so that no single point of failure can halt live trading.

04

Continuous Adaptation

Real trade results feed back into the research process. The system identifies which signals are working and which are decaying — and adapts without manual intervention.

Systematic strategies across liquid markets.  On-premises GPU infrastructure.  Deploying Q2 2026.

Eli Marks

Founder & CTO

Built enterprise-scale distributed data systems processing hundreds of millions of records at Fannie Mae. BS in Computer Engineering from Cornell, with minors in CS and Business. Graduate TA for Cornell's graduate-level Computer Architecture course. AI/ML coursework completed years before the current wave — grounded in fundamentals, not hype. Active options trader with hands-on experience in derivatives, volatility, and strategy evaluation. Currently building the infrastructure to bring AI-native research and systematic execution to institutional investing.

Interested in Learning More?

We're building something different. If you're interested in the future of AI-driven investing — whether as an investor, advisor, or potential collaborator — we'd welcome a conversation.

CMW Capital Management LLCCleveland, OH© 2026 CMW Capital Management LLC. All rights reserved.

This website does not constitute an offer to sell or a solicitation of an offer to buy any securities. Any such offer will be made only by means of a confidential private placement memorandum.