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dd55588
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1 Parent(s): 6cfc7c3

correct arch line count

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  1. README.md +2 -2
README.md CHANGED
@@ -75,7 +75,7 @@ headaches.
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  single Charbonnier loss for the base stage.
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  - **Small and fast.** ~1.8M params — SPAN-class size but conv-only, suited to
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  mobile, edge, web and game engines.
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- - **Maintainable for years.** One op set, no exotic dependencies, ~90-line arch.
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  **When to pick something else.** If the goal is maximum PSNR/LPIPS on academic
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  benchmarks, or a large transformer, NERVE is not aiming there — use HEART, HAT,
@@ -243,7 +243,7 @@ everything that actually matters in production:
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  - **One variant.** No S/M/L, no fused vs unfused, no attention-window caveats.
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  - **Clean to train.** Norm-free, bf16-stable, a single loss for the base stage.
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  - **Clean to deploy.** Standard ops only; what you train is what you export.
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- - **Maintainable.** One ~90-line arch file a maintainer can read in full.
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  It does **not** chase benchmark leaderboards. It is the model you can hand to
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  someone and they can train, export, and ship it the same afternoon.
 
75
  single Charbonnier loss for the base stage.
76
  - **Small and fast.** ~1.8M params — SPAN-class size but conv-only, suited to
77
  mobile, edge, web and game engines.
78
+ - **Maintainable for years.** One op set, no exotic dependencies, ~85-line arch.
79
 
80
  **When to pick something else.** If the goal is maximum PSNR/LPIPS on academic
81
  benchmarks, or a large transformer, NERVE is not aiming there — use HEART, HAT,
 
243
  - **One variant.** No S/M/L, no fused vs unfused, no attention-window caveats.
244
  - **Clean to train.** Norm-free, bf16-stable, a single loss for the base stage.
245
  - **Clean to deploy.** Standard ops only; what you train is what you export.
246
+ - **Maintainable.** One ~85-line arch file a maintainer can read in full.
247
 
248
  It does **not** chase benchmark leaderboards. It is the model you can hand to
249
  someone and they can train, export, and ship it the same afternoon.