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zeekayandHanzo Dev
b3ed9327df
Two defects in the same value. TIES. A decision score is 1 - prod(1-weight) over a fixed set of rule weights, rounded to four places, so the score alphabet is a handful of atoms and the modal atom is exactly zero. pava ran over individual samples, and a run of unproductive-then-productive at one score is already non-decreasing — so nothing merged, every sample stayed its own block, and the dedup that followed kept the MAX of two blocks sharing a centroid. Every plateau holding a positive was reported as certainty, at the top of the range where declines happen. Ties are now pooled into one block per distinct score before the algorithm starts, which is what makes the answer isotonic regression; a rounding collision between two centroids pools rather than picks. THE SHAPE GATE. P(score, shape) let the caller supply the value being compared, and every internal call site supplied m.Shape — so the training-serving skew control was trivially satisfied everywhere except the one place a live shape was threaded in. Reading is now impossible without Under(shape), which returns a Reader: the gate is at the bind, where the current shape is a fact the server observed, and every consumer downstream holds a value for which the question is already answered and has no shape to pass. Reliability draws no chart for a reader that cannot answer. Co-authored-by: Hanzo Dev <[email protected]>