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Notes from work in progress

Essays and field notes — things I have noticed while building businesses, delivering complex projects, directing an AI-native ERP and trying to make AI-assisted work dependable. Written when there is something worth saying, not on a schedule.

TopicsAllBuilding and operating businessesMarkets and commercial systemsPhysical and digital deliveryEnterprise technologyAI-assisted work and governance
LatestEssay · 19 March 2026 · 6 min read

Commercial Architecture Must Begin Before Product Launch

Which markets, at what price, through which partners — for T57, these questions had to be answered before the product was ready, not after. Notes on pre-launch commercial discipline and what Gulfood actually tested.

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Essay · 6 min read

The Value Is in the Joins

A farm record, a marketplace listing and a payment each mean little alone. The T57 Digital Agriculture Module's Phase 1 bet was that connecting them — provenance to listing to settlement — is where the real value sits.

Markets and commercial systems