liquamen

Anonymous solo line (plantwaterer) whose rigor outclasses most org releases: a uniform average of two post-training branches on Gemma-4-31B-it with a Bayesian last-layer head (letter softmax at one fitted temperature; a Laplace-posterior correction for yes/no), mammoth-style prompt-bidirectional full-attention layers, and cyclic Latin-square option-order averaging for 5–52 options. #11 on the Nov 6 draw (69.14) with the sibling oenogarum at #16. The card's self-audit found one training item duplicating a test question and scores it wrong; data attribution lists all 40+ sources with licenses. Apache 2.0.