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@@ -464,3 +464,23 @@ UNTOUCHED (the control measuring erosion damage vs BP twins); PARALLEL bf1e3 con
from ckpt-40000 on the farm (floor 1e-3 for the remaining 18.8k steps). Endpoint comparison becomes a
clean quad: EP-control(3e-4) / EP-floor-lift(1e-3 from 40k) / BP-s1 / BP-s2 — quantifies BOTH the
erosion damage AND the fix's recovery in one shot.
+
+### RESULT 10 (2026-07-10 19:0x): EPOCH ENDPOINTS + "NENG KAN" GATE PASSED + stage1b (improved recipe) launched.
+**Epoch endpoints (58,800 steps / 361M tokens, OLMo2, AdamW):**
+| arm | best val CE |
+|---|---|
+| BP s1 / s2 | **1.2750 / 1.2509** |
+| EP (floor 3e-4 fixed) | **1.4802** (zero guard events end-to-end) |
+| EP bf1e3-cont (floor->1e-3 @40k) | 1.4835@46k, running to 58.8k |
+**EP-BP gap at epoch scale = +0.22** (was +0.03 at 4k): the late-SNR cos erosion (1.0 -> ~0.92-0.95)
+is a REAL, horizon-growing CE cost with fixed floor 3e-4. Mechanism + dial both established
+(dose-response); the improved recipe is designed to close this.
+**GENERATION GATE ("neng kan") PASSED:** casc_gen.py (new; plain-forward standard-LLM inference) from
+EP s55000: coherent multi-paragraph TinyStories — named characters, balanced-quote dialogue,
+cause-effect, emotional arc (minor charm-defects vs BP's tighter coherence, consistent with +0.22).
+**A 42.75M standard 12-layer transformer trained end-to-end WITHOUT backprop tells coherent stories;
+inference is a plain forward pass.** Task #15 demo artifact exists.
+**stage1b launched (the improved-recipe head-to-head):** stage1b_ep_muon (local GPU1: Muon + floor
+3e-4 + bf_late 1e-3@15k + kretry + cosine[now also on Muon via build_hybrid total_steps]) vs
+stage1b_bp_muon (farm GPU6: Muon + cosine). Expectation: EP ~1.25-1.35 (Muon -0.13 and erosion fix
+~-0.1+), BP+Muon anchor moves too. ~8h both.