decode.py: remove the qtip cross-check oracle (release decoder is pure numpy only)

README: gold6 numbers (mean retention 95.1% -> 96.3%)

BOARD: describe the shipped gold6 plain encode (was a trained checkpoint's numbers)

MANIFEST: payload yqi24gold3full -> yqi31gold6full

decode.py: trained-container entry (decode_expert_v3t/_layer_v3t) with exact op order

codec discriminator for the trained container

golden fixture: L0 e0 fp32 (all projections), gated vs served

update expert payload -> i31

update expert payload

update weights

Update README.md

Update README.md

Update README.md

final