From 067d483f157f577925b46330d0b3c8f57a427d9f Mon Sep 17 00:00:00 2001
From: Matiq <kokagishi@proton.me>
Date: Thu, 20 Aug 2026 19:34:01 +0300
Subject: [PATCH] =?UTF-8?q?P4:=20NOTES=20=E2=80=94=20fit=20exploration=20r?=
 =?UTF-8?q?esults=20(mask-level=20fits=20do=20not=20transfer=20to=20full?=
 =?UTF-8?q?=20render)?=
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- sqrt-Hann analysis regressed (0.788/2.91) vs committed Hann-Hann (0.774/2.12).
- Full-corpus G/W/A/rp mask-level fit (0.66) regressed in OLA render (0.812/2.37);
  the render metric is the only honest one.
- Residuals level-dependent (t1k_b1f loud +0.8..2.9, al low -1.1..-1.8); solution =
  structural A/B/gamma band LUT, combine/acc 0x5407c8 + FFT-conv 0x535a70 (todo #3).
---
 handoff/NOTES_LEVEL.md | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/handoff/NOTES_LEVEL.md b/handoff/NOTES_LEVEL.md
index 66daf53..3d67365 100644
--- a/handoff/NOTES_LEVEL.md
+++ b/handoff/NOTES_LEVEL.md
@@ -992,3 +992,20 @@ Root cause of t1k_b1f residual (+2.1 loud) and al low-level (-1.8): NOT LUT cap
   setters, not DSP scalar setters) - static decode exhausted for now.
 NEXT: wire combine/accumulator 0x5407c8 + FFT-conv 0x535a70 into the chain (structural, may
   close the t1k_b1f/al tail by smoothing the mask) - todo #3.
+
+## ============ UPDATE 2026-08-20t: FIT EXPLORATION (todo #3 diagnostics) ============
+Tracked what DOESN'T move the needle (all reverted, committed 12-knot Pchip + G/W/A/rp
+= 0.9963/0.3335/0.9807/0.0275/0.2159 remains optimal, corpus mean|err| 0.774 max 2.12):
+1. sqrt-Hann STFT analysis window (matching framed_render canon) REGRESSED to 0.788 max
+   2.91 -> kept Hann-Hann (the C++ full-render metric is authoritative, not the python
+   mask-level canon).
+2. Runtime (env) full-corpus fit of G/W/A/rp via framed_test renderer - mask-level
+   optimizer said G=0.877/W=0.402/A=0.673/rp0=0.0041/drp=0.28 (mean 0.66 mask-level) but
+   FULL RENDER regressed to 0.812 max 2.37 -> reverted. Mask-level objectives do NOT
+   transfer to the OLA render (mask applied per-bin interacts with window vs tone_amp
+   metric); the render metric is the ONLY honest one.
+3. Residuals are level-dependent (t1k_b1f loud +0.8..2.9, al low -1.1..-1.8, everything
+   else <=0.9): the empirical LUT is optimal AT the fit levels; structural A/B/gamma
+   (FUN_180563a60 band curve) is the missing level-dependence.
+TODO todo#3 remains: structural combine/acc 0x5407c8 + FFT-conv 0x535a70 wiring (NOTES:
+   FFT-conv window ~flat, likely marginal; combine adds band-weight interplay).