Build with Perception Agents — Emile Baizel & Shruti Arora, Amazon AGI Lab
A coding agent says it added a duck icon to a podcast page; a browser verification pass checks whether the change actually appeared.

Proof1 independent outlet
Key points
- That audience demo captures the loop Emile Baizel and Shruti Arora build around two perception agent primitives.
- Visual annotation lets a person select an element, draw on the page or drop a pin, then export structured feedback for a coding agent.
- Visual verification checks the rendered site against design expectations and user flows.
- The annotation step is deterministic and produces JSON; the verification step gives the agent a way to inspect the result of its work.
Sources (1)
- [1]Build with Perception Agents — Emile Baizel & Shruti Arora, Amazon AGI LabAI Engineer (YouTube) · Oct 11, 08:00 PM
A coding agent says it added a duck icon to a podcast page; a browser verification pass checks whether the change actually appeared.
That audience demo captures the loop Emile Baizel and Shruti Arora build around two perception agent primitives.
Extractive summary: sentences quoted from the sources.
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