Iteration 45 — ADMIT #9: Causal Dantzig ADMIT (FOREX) · BOTH LEGS PASSED WHERE ONE SUFFICED

In plain words: the regime-subtraction candidate finished the ladder the strong way. The final hurdles were the practical ones: fed into our verdict machinery on strictly held-out later regimes, do its readings actually make verdicts better? They do — forecast quality rose by a small but statistically unambiguous margin (the entire uncertainty band is positive, and it sits far outside what lucky pairing alone produces). And separately, its "how close to regime-proof is this feature?" score genuinely predicts which features keep their edge into the next regime. The certification rule required winning either test; it won both. Ninth certificate issued, with a role nothing else on the shelf covers: a steadiness meter that stays honest even when a hidden common cause is pulling the strings — plus it came through the whole ladder with zero tuning dials. One curiosity for the record: on this market, features closer to regime-proof are MORE likely to keep their edge — the mirror image of what we once measured on crypto. One candidate left in the batch, then the batch is done.