CHAPTER I / PREFACE

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Preface

Building systems that survive real operations

I build applied AI and full-stack systems for real operations, from discovery and architecture through deployment and iteration.

I am an AI Product Engineer and hands-on Tech Lead at Pixelity, based in the UAE. Over seven years I have shipped production software across real estate, retail, F&B, commerce, service operations, and space systems, often owning the work end to end.

The last three years have centered on applied AI: LLM pipelines for document intelligence and structured extraction, retrieval systems with hybrid search and reranking, agent workflows, and the validation layers that make model outputs dependable in real operations.

I take messy business workflows, understand the people and data around them, and ship the smallest reliable system. Current work is led by RayaOS, an operating platform for real estate brokerages that connects CRM, leads, listings, deals, documents, rentals, and governed AI.

Turning points

  • 2024–Pixelity — founder; hands-on Tech Lead since 2026
  • 2025IICB — document intelligence, RAG, evals
  • 2022–2025Devloot — full-stack product delivery
  • 2022ATAI Center at AURAK — satellite ground station, IoT