Bilateral Lazy Learning Interface

Technique 1Build task-side state prototypes and skill-side initial–goal prototypes as append-only multimodal Gaussian memories.

Technique 2At runtime, validate the proposed skill against the target goal, then hook failures by goal compatibility and initial-state distance.