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recompute() now mirrors the validator exactly: min_side_delta gate, 4*min_side overall_score, OFF_AXIS_DIMS imported instead of a stale 20-dim fork (missing persona_echo), same off-axis rule (holistic score unless excludes). Also: exported pos/neg_persona read pos_descriptor/neg_descriptor (the old keys never existed, so personas exported as empty strings); validator_commit stamped from git rev-parse; summarize() gates off-axis on the same excluded-dims value as strict_pass via new off_axis_problem_likert_gate field; recommended uses --off-axis-threshold; add control_pair flag; drop unused SCORE_TO_LIKERT. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>