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Read the safetensors shapes/metadata: v_hack_full = 10 pairs / k=5, v_hack_21pairs = 16 pairs / k=12 (n_heldout=2; neither is 18 or 21). The two bases differ on pairs AND directions-kept AND extract-tau simultaneously, so the hack-cut gap is triple-confounded, not a clean "pair set is the lever" result. Nothing was lost: the strong basis reproduces from current pairs.py via --top-k=12 --v-hack-drop-bottom-frac=0.0, and refresh already re-extracts at k=12. Rewrites Q8 + the top confound bullet + the README findings caveat. A one-knob k-sweep is needed to attribute the gain. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>