Over a decade ago I started writing code. Since then I have led AI and hyperautomation departments at firms like Avanade, Sogeti and Prodware, delivered transformation programmes across Europe, and accumulated enough scar tissue to know exactly where these projects break down.
They rarely break down because of the technology.
I am a 3x Microsoft MVP in Artificial Intelligence, an engineer by training, an MBA by discipline, and the co-founder and CEO of MARAF Group, a boutique AI consultancy based in Dubai. At MARAF we work with organizations across the Gulf to close the gap between AI ambition and operational reality. Not just architecture and deployment. The full picture: strategy, process redesign, and the human adoption that determines whether any of it actually sticks.
The Cave is where I think without a brief. Agentic systems, Microsoft Foundry, the future of knowledge work, and the questions that matter more than the answers being sold right now. Written for people who want substance over noise.