From EPC Operations to AI-Directed Engineering

Hey Clief Notes fam! 👋 I’m Junmarvi from the Philippines, currently based in the UAE.

I work in materials and operations in the EPC industry, with a Computer Science background. Over time, I’ve moved deeper into AI-directed engineering—designing and shipping production-ready systems, workflows, internal tools, and structured workspaces for agents, context, verification, and standards.

My goal now is to keep expanding what I can build, connect with more serious builders, and create opportunities that will eventually allow me to return home to the Philippines and continue this work with my family.

Right now, I’m focused on improving how I orchestrate AI across architecture, implementation, security, testing, deployment, and long-term maintainability—while building a stronger network around real-world AI engineering.

6 comments

From EPC Operations to AI-Directed Engineering