This Transformer Reconstructs 3D From Video in Real Time

Meet lingbot-map: a feed-forward 3D foundation model. Its Geometric Context Transformer streams geometry straight from frames, no per-scene optimization. Paged KV cache attention runs ~20 FPS, stable past 10, 000 frames.