NUR AI

Writing

Published, not posted

Two pieces that set out the thinking behind the work. Both are here in full. Where each one was first published is noted at the end of it.

On building an AI operating system

My AI Environment Contributions in Groupon, Beyond a Claude Code Setup

Written inside Groupon · published on their careers site

Twelve months of turning an engineering organisation from “can ChatGPT do development?” into one where most engineers rarely write code by hand. What the operating system actually consists of — procurement, governance, education, and the boilerplate all of it lands in.

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From a panel with an INSEAD audience

Stop treating AI like a chat app. Start treating it like an operating system.

memnyx.ai · July 2026

Buying seats gets you a few faster people. It does not get you a transformation. The case for a system that harvests what every session taught you, so the floor keeps rising instead of resetting each morning.

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