Now

Building

RayaOS — an operating platform for real estate brokerages that connects CRM, leads, listings, deals, documents, rentals, and governed AI.

Exploring

Evaluation layers for LLM outputs in production: when to trust retrieval, when to require human review, and how to measure quality without slowing operators down.

Improving

Shipping velocity without sacrificing reliability — smaller systems that survive real operations, not demos.

Outside the screen

Family, learning, and making useful things that outlast the sprint.