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

This site's own surface: moving from a restrained editorial interface toward a fuller manuscript identity, paper by day and vellum by lamplight, without letting any of the added detail cost the page its legibility.

Outside the screen

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