Framework

Social Robotics Layer

Intent signaling builds trust. Human prediction and negotiation improve acceptance.

How it works

  1. 1Design your product to communicate intent — not just to execute tasks.
  2. 2Build prediction and negotiation (human-facing behavior) into any autonomous system you deploy.
  3. 3Ask: does it behave as a collaborator or as an obstacle?

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