Zion Rubin

I build AI systems: agents and the infrastructure they run on, data platforms, and experimental products.

Selected Projects

01 — 05

A selection of projects I’ve built along the way, from AI agents to the systems that support them.

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At Natural Intelligence

01 — 03

I joined Natural Intelligence in the AI era and led a company-wide effort to rethink how we work with AI and data, from engineering to business. These products are part of that broader transformation.

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  • Overview
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Fig. NI 00naturalint.com
Numbers
Data Agent · Growing adoption Latest: September

4.8×as many frequent users

People with more than 20 sessions a month · April–September

Frequent users grew from 9 to 43 Users with more than 20 sessions per month: April 9, May 27, June 27, July 32, August 38, September 43. The vertical scale runs from zero to 50. 025509Apr27May27Jun32Jul38Aug43Sep

2× users87 → 175 monthly users

2× sessions~1.7k → ~3.4k a month

February → September

Traditional BI, year over year: ~30% fewer users · ~20% fewer views

Direct agent questions only; excludes subscriptions, scripts and apps using semantic views. BI figures are approximate. Growth compares the first and last month indicated.

Previous Experience

A look at my earlier roles, the teams I worked with and what I built.

Cervello

Until 2023

Led the development and operation of on-premises data infrastructure and DevOps at Cervello, a railway signalling cybersecurity company, processing terabytes of data daily. Developed Margo, an agentic search system that made operational data and security events accessible to investigators with varying technical and domain expertise.