Blog

Field notes on Knowledge Graphs, MCP and on-prem GenAI.

Practical write-ups from real engagements — architecture decisions, gotchas, and what actually works in regulated environments.

2026

From Proof of Concept to Production: Azure AI That Actually Ships

90% of Azure AI demos work — most never ship. A field guide to closing the POC-to-production gap with grounding, externalized state, identity, observability and compliance.

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2024

Dubai Traffic Analysis — Data Science in the Public Sector

How we combined GIS, time-series and ML to model Dubai traffic flow and surface actionable insights for planners.

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