AI-native systems for complex markets.
I build agentic development tools and agro-commodity market infrastructure: brokerage workspaces, market-intelligence layers, commodity-index systems and validation-gated AI workflows.
Markets, data, operations and AI agents in one operating layer.
I build infrastructure where markets, data, operational processes, AI agents and strategic marketing intersect. The current center is international agro-commodity brokerage and trading infrastructure.
The work spans 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 25 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.
Six entry points into the current work.
1D3X
1D3X is an index infrastructure platform for local agricultural markets, building local commodity indices with market leaders.
Open focus item
Blue Jay Vodka
Blue Jay Vodka is a brand landing page built around the product’s alpine identity and the idea “Intelligent by Nature.”
Open system
Spot-Market Handbook
A practical English handbook on how physical agricultural commodity markets actually work: basis, logistics, liquidity, benchmarks, indices and market intelligence beyond futures screens.
Open book
Claude Science: Anthropic Has Built the Research Workbench Universities Never Did
Claude Science is not a new model but a research operating environment built around reproducibility, traceable results, persistent computation, and scientific workflows that can survive peer review. Scientific computing
Read on Medium
First We Removed the Keyboard. Now Meta Wants to Remove the Microphone.
There is a meme going around about the evolution of programming. In 2019, the engineer sits at a desk and types. In 2026, the keyboard has disappeared and the engineer dictates instructions into a microphone. By 2040, th
Read on Substack
Generative AI for Agronomic Recommendations: From Data to Action
How generative AI can turn farm, weather, market and compliance data into explainable agronomic recommendations that experts can review and execute.
Read on MN7ROne index, four public doors.
Current Focus
Agro-commodity brokerage and trading infrastructure: MN7R, Cropto, market intelligence, commodity indexes, benchmark layers and AI-assisted workflow tools for physical markets.
Open FocusSystems Catalogue
Agentic development systems, reusable skillpacks, orchestration layers, project instruction surfaces, validation workflows and operational web tools.
Open SystemsABVX Press
Books, field manuals, translations and publishing systems that turn operational knowledge into durable public assets.
Open BooksWriting
Field notes on AI-native work, market infrastructure, validation, decision-making, automation and strategic product systems.
Open Writing