Founder & CTO · Autonomy AI
About
Tammuz Dubnov is the Founder & CTO of Autonomy AI, a startup revolutionizing software development through LLM-enabled agents. A seasoned entrepreneur and AI expert with over a decade of experience leading startups in machine learning across text, vision, audio, and vector domains, he holds multiple patents and has authored several publications. Tammuz graduated with honors from UC Berkeley in Theoretical Mathematics, holds a Master's degree in AI from UC San Diego, and served as an elite academic officer in IDF Unit 8200. He is an international speaker and university lecturer passionate about leveraging AI to drive innovation.
Session
14:05
talk
Why AutonomyAI Has Two Harnesses - and Why You Might Want Two as Well
Most teams reach for better prompts when agents break. AutonomyAI reaches for the harness. This talk introduces harness engineering as the discipline of making mistakes structurally impossible, then walks through how AutonomyAI runs two harnesses in parallel: an internal R&D lab where patterns are tested against real evals, and a product harness that personalizes per customer codebase. The two are connected by a flywheel: every customer trace sharpens the lab, every lab experiment ships to every customer. When models plateau, harnesses compound.
