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add gated_scan_spec.md (referenced by README, was 404)
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card: add YAML frontmatter, fix corrupted scaling table header, no content changes
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Honest 2026-08-13 status: FineWeb 303M started then box died; 72B converting is not live
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live status: from-scratch results + conversion track in progress
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add all model results: medium 2.17, large 2.54, wikitext 1.79
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remove XL row, WikiText done at BPC 1.79
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restructure: PROVEN vs HYPOTHESIZED sections
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fix generation sample formatting
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small model generation sample side-by-side with stats
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TLDR callout boxes for each section
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side-by-side footprint: 169,467x reduction at 128K context
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small checkpoint 85M HRR (BPC 5.21, overfit on TinyShakespeare)
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small checkpoint 85M HRR (BPC 5.21, overfit on TinyShakespeare)
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small results + generation sample (Shakespeare output)
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scaling results: medium 2.27 bpc, large 2.54 bpc, footprint analysis
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triton gated_scan: 12.8x measured on A100 (0.96ms vs 12.27ms), fwd+bwd validated <2e-6, auto-fallback
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triton gated_scan: 12.8x measured on A100 (0.96ms vs 12.27ms), fwd+bwd validated <2e-6, auto-fallback
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fix: persist tune_bpc across steps, track last_bpc
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live scaling results: small 0.72 loss, medium 1.73, large 2.16
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add unified dashboard
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fix: write_progress flush-after-close bug
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fix: run_train.py import hrr_attention (v3 is now hrr_attention.py)
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v3: O(T路F) stable gated_scan + torch.fft.rfft on CUDA
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