# Small team launches model that generates photorealistic simulation renders from G-buffers at about 2 FPS, aimed at robotics and physical AI

- Source: Reddit r/humanoidrobotics
- Published: 2026-10-29T09:58:39.000Z
- RoboHot: https://robohot.news/en/items/pirncme604ctyzlw9qslciuxz
- Original: https://www.reddit.com/r/humanoidrobotics/comments/1xifpp6/simulations_for_robotics_and_physical_ai/

## Summary

A small team has built a model that generates photorealistic simulation renders from G-buffers at about 2 FPS, aimed at robotics and physical AI. The team is surveying practitioners' simulation stacks (Isaac Sim/Lab, MuJoCo, Gazebo, Genesis, Unreal/Unity, or in-house), their environment and digital twin setup workflows, and whether their own robots reproduce well in simulation. Participants can get 1 month of free use of the team's product.