Now

Building

An AI-native real-estate CRM for GCC brokerages — lead capture, WhatsApp concierge, and bilingual EN/AR surfaces. Preparing first pilot deployments.

Movium (movium.ai) — an AI motion-graphics platform turning natural language and datasets into validated Remotion scenes.

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.