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.
AMI Books: Physical Commodity Markets
A free professional library of books, field manuals and living product guides for physical commodity brokers, traders, farmers and market operators.
Open focus item
ABVX Agent Skills
ABVX Agent Skills is a portable execution layer for AI-native development: small, reviewable, validation-gated skillpacks for Codex-style project work.
Open system
Burgers, Lipstick & Underwear: What Strange Indicators Really Tell Us About the Economy
A sharp, entertaining guide to the strange indicators people use to make the economy readable—from Big Macs and iPhone work-hours to lipstick, freight rates, pollution equivalents, and AI benchmarks.
Open book
Maybe All Neural Networks Learn the Same Thing
A neat theoretical result suggests that different networks, trained on different data, can converge to the same internal representation, up to a rotation. The interesting part is that SGD itself may be responsible. I rea
Read on Medium
The Five Stages of AI Grief for Software Developers
I have a habit of asking people when they discovered AI. Not ChatGPT specifically. I mean the moment when this whole thing stopped being another technology story and actually entered their work. I ask it on calls. I ask
Read on Substack
Why Strange Indicators Matter to Market Operators
Why brokers and operational market teams should care about the line between useful indicators, memorable proxies, and stories that outlive their evidence.
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