Reasoning made LLMs better. We think image editing is next. That's what we're building at Photoroom: the fidelity layer. Before generating, the model figures out exactly what has to be preserved. After generating, it checks its own output against that, and corrects itself, instead of trusting a single forward pass. Same bet as every reasoning model: don't trust one pass. Give the system room to think, verify, and fix its own work.