Design Better

Leonardo Giusti: Archetype AI's co-founder on physical AI and the limits of the chatbot

Mar 25, 2026
Leonardo Giusti, co-founder and Chief Design Officer at Archetype AI and former Google ATAP design lead with a Ph.D. in HCI. He discusses foundation models trained on sensor data, Project Soli and Jacquard’s tangible interactions, why chatbots are a limited interface for the physical world, and designing AI as a tool to augment human intelligence rather than replace it.
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INSIGHT

Study New Tech As A Material

  • Design practice should treat new technologies as materials to study, not immediate product features.
  • Leonardo describes running "material studies" (e.g., radar revealing finger micro-movements) to map affordances before defining interaction languages.
ANECDOTE

Project Soli's Data-Hungry Journey

  • Project Soli began from scientists' curiosity about embedding tiny radar in devices to sense presence and gesture.
  • The team collected millions of samples (e.g., 5 million swipes) to train ML, showing the high cost of gesture recognition.
INSIGHT

Foundation Models Reduce Sensor Retraining

  • Foundation models solve scalability of repeated retraining for each sensor task by enabling fine-tuning on new behaviors.
  • Leonardo explains Archetype's idea: build a sensor foundation model so new use cases need far less data.
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