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
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
Практичний гайд зі спотового ринку: фізичний аграрний ринок
Практичний посібник з роботи на фізичному аграрному спотовому ринку: як будувати угоди, рахувати ризики і тримати операційну дисципліну у зерновому бізнесі.
Open book
Which AI Translates Live Speech Best?
Sony and Carnegie Mellon tested speech-to-speech translation models properly: not just by numbers, but by letting actual humans listen. The result is clear, annoying, and useful: there is no single winner. For years, “AI
Read on Medium
“Just Make It SaaS” May Be the Worst Startup Advice of 2026
There is a particular sentence that should make every founder slightly nervous: “We have a successful business, but investors want us to make it SaaS.” I heard a version of that today from a startup. And I understand why
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