Iteration 33 — H-019 IPP Passes the Entrance Exam EXAM PASS · DISCORDANCE PROBE NEXT

In plain words: the next candidate asks a subtler question than any instrument so far: not "does the average relationship hold across regimes?" but "does the entire shape of the prediction hold — including the tails, where financial risk actually lives?" A relationship can keep its average while its spread doubles; every SSR-based instrument in the stack is blind to that. The exam form: score each prediction with CRPS — a strictly proper scoring rule that rewards getting the whole distribution right — and test whether scores stay level across the ten regimes. It passed cleanly: perfect answers accepted (the scoring rule handles the exact-zero-error case gracefully, where a log-score would blow up), wrong answers rejected with the strongest separation any exam form has shown, exactly the right variable identified. The real fight is next: since this candidate and the reigning identifier both start from the same regressions, the redundancy gate must find the features where the shape shifts while the average holds — that population is this candidate's entire reason to exist.