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The Bitter Layout or: How I Learned to Love the Model Picker — Maximillian Piras, Yutori

1.7K views · Jul 21, 2025 · 14:23 min · Watch on YouTube ↗
Takeaway

Chat plus model picker is the AI-era equivalent of mode-laden UIs; design for the moving boundary between integrated and modular AI stacks rather than fixed model capabilities.

Summary

  • AI-first apps (ChatGPT, Claude, v0, Canva) are converging on identical layouts: chat input, turn-by-turn UX, and a model-picker dropdown.
  • Traces the 'chat is/isn't the future' debate back to Linus Lee (May 2022), Amelia Wattenberger, Maggie Appleton, Julian Lehr — all losing to Schroedinger's chat.
  • Model picker is a modern Larry-Tesler-style mode selector; users must match modes to models — bad UX, but reflects the underlying flexibility/usability tradeoff.
  • Uses Innovator's Solution lens: AI industry is in a moving spectrum between integrated and modular architectures; what commoditizes shifts the optimal UI.
  • Recommends Sutton's Bitter Lesson framing — designs that assume model capability stays fixed will lose; UIs that lean into model commoditization win.
ai-uxdesignmodel-picker
Original description
Are conversational interfaces the future or, as many designers have suggested, a lazy solution that is bottlenecking AI-HCI? Despite well-documented usability issues, the design of many AI applications defaults to an input field, turn-by-turn flow, and an endless model picker — I call this “The Bitter Layout”.

In this talk, we’ll explore how Clay Christensen’s theory of commoditization from the early PC industry can explain why scaling laws require AI interfaces to remain modular until models fully commoditize. The killer feature of conversational interfaces may not be that they’re natural, but that they’re conformable. Learn how to evolve interfaces as inference scales, spot shifts in the basis of competition, and stop worrying about the next model update steamrolling your design decisions.

Foothill G 1&2: Design Engineering

About Maximillian Piras
Currently the Founding Designer at Yutori working on AI web agents. Previously, Head of Design at Headliner and Sr. Designer at 8tracks. Led cross-platform UIUX design for multiple early-stage consumer startups shipping to millions of users. Contributing writer to Smashing Magazine covering AI-first design. Before that, developed graphics and animations for clients including Giphy, MIT, and Ryuichi Sakamoto.

Recorded at the AI Engineer World's Fair in San Francisco. Stay up to date on our upcoming events and content by joining our newsletter here: https://www.ai.engineer/newsletter