Ra fp16 (step 560142)

README.md

@@ -43,25 +43,18 @@ One epoch of [FLUX-Reason-6M](https://huggingface.co/datasets/LucasFang/FLUX-Rea
 **0.2274** (pixel 0.0169), lr cosine 1e-4 → 1e-5, ~34 h on a single RTX 4080. The bundled
 `transformer/` is the final checkpoint of that run.
 
-The architecture was first proven on a 970-image butterfly set — step 20 003 already reached 63% of
-the AE's own high-frequency ceiling at 256² (see the milestone grid below).
-
 ## Examples
 
-Final checkpoint, 256 px, 16 body steps, 8 head steps, cfg 2.5, seed 0 — portraits, anatomy studies
-and painting styles (fisherman · studio portrait · charcoal · anatomical eye · ink bird ·
-impressionism · art nouveau · dance photograph):
-
-<img src="docs/img/samples.png" width="100%"/>
+Validated on the butterfly set first — step 20 003, 970 images (63% of the AE's own high-frequency
+ceiling at 256²):
 
-### Milestone: the butterfly set (step 20 003)
+<img src="docs/img/samples_butterflies_20k.png" width="100%"/>
 
-The first stage — 970 butterfly images, 20 000 steps, before the move to FLUX-Reason-6M. This is the
-run that proved the pyramid: recognizable wings with veins and pattern, 63% of the AE's own
-high-frequency ceiling at 256² (GT 0.913, AE 0.859, model 0.540). Bundled in `docs/img/` as the
-record of that stage; it is not the current checkpoint.
+Final checkpoint on FLUX-Reason-6M, step 560 142, 256 px, 16 body steps, 8 head steps, cfg 2.5,
+seed 0 (fisherman · studio portrait · charcoal · anatomical eye · ink bird · impressionism ·
+art nouveau · dance photograph):
 
-<img src="docs/img/samples_butterflies_20k.png" width="100%"/>
+<img src="docs/img/samples.png" width="100%"/>
 
 ## Usage