Déjà View is a looped-transformer approach for multi-view 3D reconstruction. Instead of using many independent transformer layers, it recurrently applies a shared transformer block to refine per-view features for a configurable number of steps. This exposes inference-time compute as a knob and yields accurate camera poses and dense geometry across indoor, outdoor, object-centric, and driving benchmarks with far fewer parameters than recent feed-forward baselines.