From Lab to Life · Case study

One Founder, Eight Weeks, Four Hundred Agents

Case Study: ARIA, the AI Retention and Interaction Assistant: a case study in agent orchestration, context engineering and building a real-time AI stack without a development team

Published
21 October 2026
Author
Dr. Tali Režun

A client’s engineering estimate said six senior developers and eight to twelve months. I delivered a working, deployed MVP in eight weeks, alone, by directing more than four hundred AI agents. This is the account of how, what broke, what it cost, and what I would do differently today.