Two 45-minute loops with a critic: how GPT-6 Astra iterates on 3D reconstruction

bilawalsidhu · x · 2026-09-05

Bilawal Sidhu shared workflow details of his GPT-6 Astra 3D reconstruction run: the task ran for two loops of roughly 45 minutes each, with a critic agent evaluating outputs against multi-view imagery of the input 3D scan. He planned to let it run overnight to see how much closer it could get to the source scan.

The post is a concrete look at a generate-and-critique multi-loop agent workflow applied to 3D scene reconstruction.

Related event: Bilawal Sidhu tests GPT-6 Astra turning real scans into procedural 3D scenes(2 posts)→

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