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-rw-r--r--docs/campaign/CASCADE_ABLATION_PLAN.md6
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diff --git a/docs/campaign/CASCADE_ABLATION_PLAN.md b/docs/campaign/CASCADE_ABLATION_PLAN.md
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@@ -452,3 +452,9 @@ and zero skips at 1e-3 (larger nudge does NOT destabilize the OLMo2 relaxation).
harvesting (auto-kill at 27k). RECIPE UPDATE for Stage-2 (and the next epoch): late beta_floor
schedule — floor 3e-4 early, ramp to ~1e-3 in the back half (or floor ∝ 1/grad-norm). This likely
also closes the +0.02-0.03 gap.
+
+### Dose-response SUSTAINED (25.6k-27k, 2k-step parallel traces): floor 3e-4 ~0.975 (accelerating
+down, -0.0025/1k) | 5e-4 ~0.983 | 1e-3 ~0.990 flat, zero instability. Late-SNR mechanism + fix both
+confirmed in-training. `--bf_late/--bf_late_at` flags shipped. NEXT-RUN RECIPE (post-epoch): OLMo2 +
+Muon + beta_floor 3e-4 + bf_late 1e-3 @ ~20k + kretry 8 — expected to hold cos>=0.99 end-to-end and
+likely close the +0.02-0.03 column gap.