About
One thread across three chapters: Process Physics, AI Systems, and Commercial Viability. The translation between them is the work.
01 Positioning
A decade of executing major EPC process designs taught me a standard most AI work never meets.
A design error doesn’t surface as a bug report. It surfaces as a catastrophic event.
Every system I build starts from that constraint.
02 Three chapters, one thread
Process Physics, AI Systems, and Commercial Viability. The translation is the work. These are its three chapters.
Over a decade in EPC consulting across oil & gas and petrochemicals.
Knowledge-graph architectures and Graph-RAG frameworks for EPC workflows.
From technical feasibility to techno-commercial viability.
03 Biography
10+ years of EPC consulting across petrochemicals and oil & gas.
AI work starts from process physics and data governance, not raw language models.
Every initiative must clear three bars:
A secure copilot for engineering work, never at the cost of safety or human-in-the-loop accountability.