PhD thesis explores intra-turn interaction: AI interfaces beyond turn-based dialogue

OfirPress · x · 2026-11-13

Researcher liuxingyu argues that today's AI interfaces remain largely turn-based. His PhD thesis explores what interaction could look like beyond taking turns, demonstrating "intra-turn interaction" — letting users step in and steer while the model is still generating or acting. OfirPress amplified it as a cool idea; the work is relevant to designing more fluid agent and assistant interactions.

Original post →

More from Research

Research channel →