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Copy file name to clipboardExpand all lines: RESEARCH_LOG.md
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@@ -2214,3 +2214,41 @@ Total runtime: 4 × 25 min = 100 min. Will complete before 23:00 UTC end of run.
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### Spend
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Pod uptime ~10h × $0.30/h = $3.00 raw + ops + H100 burn = **~$6.50 / $36 (18%)**. Plenty of headroom for both the multi-seed validation AND a successful H100 escalation cycle.
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---
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## AUDIT 20260408T0600Z (C180)
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**Pods**: 6 alive (B/C/D/E/F/G), all run_forever + train_gpt PIDs healthy, all at HEAD 85ef789.
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**Spend**: ~$8.10 session + $6.70 prior = ~$14.80 grand total / $36 cap (under soft cap $25 — normal mode).
**Layers locked**: 0 (no Section D LOCK lines yet — closest is L04_gated_attention with 5 confirmed-pass entries but C60 has not promoted).
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### World-novel re-audit (3 candidates)
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-**L05_norm_pct_dropout** — STILL world-novel. WebSearch returned "Biased Dropout" (magnitude per-unit) but NOT norm-percentile row filtering. GitHub 0 hits. Comp PRs 0 collisions.
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-**L06_asymmetric_skip_init** — STILL world-novel. LMSC-UNet 2025 + Additive U-Net Jan 2026 work on gated additive skips, but NOT init=0.5 as info bottleneck. GitHub 0 hits. Comp PRs 0 collisions.
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-**L07_asym_label_smoothing** — STILL world-novel. "Frequency-Aware Token Reduction" (Oct 2025) exists but is about token DROPPING not asymmetric softmax smoothing on rare-vs-frequent classes. GitHub 0 hits. Comp PRs 0 collisions.
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### Comp PR scan (last 24h, ~30 PRs)
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- Scanned PRs #1440–#1463. All use known techniques (TTT, GPTQ, FlashMuon, MoE+BigramHash, ByteJEPA, TMA megakernel + parallel residuals, depth recurrence variants, EngramLite + Mousse).
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-**NO PR collides with our 3 world-novels.** Zero direct hits.
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### Demotions this cycle
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NONE.
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### World-novel WIN count after audit
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**5 PROMOTION-READY** (all n=2 mean train_loss):
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1. L02_coprime_stride (no — comp port, demoted to comp-novel earlier audits)
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