Oxford Spires

Amap bounds long-horizon 3D mapping to a 12-frame window instead of a growing keyframe store

Fixing the context at 12 frames makes per-frame cost independent of how long the camera has been running, which is the property a memory-limited robot actually needs. The 24.45 FPS headline was measured on an H100.