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@@ -568,6 +568,20 @@ direction), not training-under-fault; wave-2 = co-training with faults injected
+### RESULT 71 (2026-07-29): DOSE CURVE — logarithmic recovery (34/50/63% at x4/8/16),
+DISPLACEMENT-EQUIVALENCE LAW triple-confirmed, cos retired as a metric; TREATMENT VALIDATION
+LAUNCHED (bsign + dg8top, full remaining segment).
+Battery 7: dg8top closes 50% (cos 0.63), dg4-x-beta6e-3 closes 50% (cos 0.84, tail IDENTICAL
+3.5439=3.5439 — route-independence again), dg16top 63% (cos 0.47, CE still improving).
+Laws: (1) CE depends only on the total top-half displacement product, not the route (three
+exact equalities now); (2) recovery ~ +13-16% per dose DOUBLING = thresholds spread over
+decades, log-slow to full closure, practical zone 50-70%; (3) anchor contamination (cos down
+to 0.47) is benign noise vs the systematic threshold signal — direction metrics carry zero
+predictive weight in this campaign, final.
+IN FLIGHT: fw135m_dg8 (bsign + dgain_top 8, s250000 -> 440k, 2-GPU, ~28h) — the treated 135M
+number; predicts endpoint ~3.25-3.29 if the 50% rate cut integrates (untreated 3.3839, BP
+3.0902). GPU3: dg32top curve tail (log-law predicts ~72%).
+
### RESULT 70 (2026-07-29): FIRST REAL LEVERS — displacement amplification recovers the
leak (dg4top +34% at cos-0.83 price, CE judges); the beta benefit factorizes to 100%
DISPLACEMENT, 0% force; ffn carries ~half with an attn-ffn interaction term.