AI-native systems for complex markets.

I build infrastructure where markets, data, operational processes, AI agents and strategic marketing intersect. The current work spans market infrastructure, AI-native workflow systems, publishing automation, LLMO and strategic GTM.

In agro-commodity markets, that becomes brokerage workspaces, market-intelligence surfaces, local commodity indexes, execution workflows and AI-assisted tools for grain and oilseed markets.

Before moving deeper into AI-native development, I spent more than 20 years across strategic marketing, creative direction, product development, brand systems, go-to-market strategy and international business communication. That background shapes how I build now.