~35-feature vector (Peeters/CUIDADO timbre + MIR), convol-inspired L0→L1 tier tags.
Validated kick↔bass discriminators on real samples (temporal_centroid + decay_slope):
bd 0.064s/-165dB/s vs fbass 2.30s/-11dB/s. 5 invariant tests green.