Matt McDonagh

My career has been driven by a single obsession: maximizing return on time.

That focus originally led me to investment banking, and ultimately drove me to frontier AI and agentic engineering.

While co-founding a hedge fund focused on automating complex financial analysis, I learned a hard truth about the AI revolution: intelligent models fail without clean, structured pipelines to feed them. I realized that while AI acts as the physics of modern value creation, data is entirely responsible for its logistics.

Scale demands more than just a well-built corporate brain, you have to master the nervous system.

Now, operating as an Agentic and Data Engineer, I build that critical infrastructure. I design AI agent operating systems that fuse cutting-edge models with rigorous business strategy. From Fortune 500s and legacy professional services firms to family offices and rapid-growth startups, I engineer the solutions that actually make AI operational in the real world.

This hands-on building is my greatest asset as a technology investor. Because I spend my time engineering the foundation, I don't just evaluate the surface-level of a new AI company. I audit the data logistics, the agentic architecture, and the actual viability of the product.

Building the future gives me the lens I need to invest in it.