We have reached model capability overhang. Models are now bottleneck by the systems built around them. In this session we discuss how the next generation of compound AI systems need to be designed for self-improvement, how to set up feedback loops that automate the continuous refinement of the end-to-end architecture. Speakers: Roland Gavrilescu — Introspection; Julian Bright — Introspection.
Autoresearch sessions at AI Engineer World's Fair 2026 in San Francisco.
Wednesday, July 1, 2026
3:20 PM - 3:40 PM·20m
Main Stage
Capacity: 4000 attendees
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Roland Gavrilescu
Founder
Introspection
@rolandgvc
Co-founder and CEO at Introspection, building infra for self-improving AI systems. Previously at xAI and Superhuman.

Julian Bright
Introspection
Julian Bright is speaking at AI Engineer World's Fair 2026.