Architecture Alignment - N'Ko, MAOE, Motion, LUME CC, and AirDeck

This folder uses N'Ko as an architectural and cultural reference point, not as a required dependency for AirDeck or MotionMix gesture control. It also uses N'Ko as an implemented inscription layer. The important distinction is: Those two lanes share operator culture and future convergence goals, but they are not the same model. - N'Ko Trajectory CTC anchor in `Desktop/nko-brain-scanner`. - Reported result: 20.57% CER on the locked local reproduction. - Mechanism: trajectory-biased Transformer CTC. - Key components: - `UnifiedCTCHead` - `AudioTrajectoryScalars` - `TrajectoryBiasNetwork` - `TrajectoryTransformerLayer` - MAOE-NKo bridge in `Desktop/Comp-Core/experiments/agp_mlx/asr_bridge`. - It routes already-produced ASR chunks into authority partitions: - stable - boundary - uncertain - recovery - novelty - It controls when AGP / retrieval / correction proposals are allowed. - It has not yet proven `CER after MAOE < CER before MAOE` on a full same-snapshot replay.