Card: butterflies first (validated), then FLUX-Reason

README.md

@@ -25,14 +25,16 @@ restarted at 1e-4 on step 192 000, so it is mid-recovery and will be replaced).
 
 ## Examples
 
-Step 212 000, 256 px, 16 body steps, 8 head steps, cfg 2.5, seed 0 — fox · sailboat · fisherman ·
-sunflowers · blue morpho · white butterfly · swallowtail · monarch:
+Validated on the butterfly set first — step 20 003, the stage that proved the architecture
+(63% of the AE's own high-frequency ceiling at 256²):
 
-<img src="docs/img/samples.png" width="100%"/>
+<img src="docs/img/samples_butterflies_20k.png" width="100%"/>
 
-The butterfly domain it started from, before the FLUX-Reason stream (step 20 003, earlier weights):
+Now training on FLUX-Reason-6M — bundled snapshot, step 212 000, 256 px, 16 body steps, 8 head steps,
+cfg 2.5, seed 0 (fox · sailboat · fisherman · sunflowers · blue morpho · white butterfly ·
+swallowtail · monarch):
 
-<img src="docs/img/samples_butterflies_20k.png" width="100%"/>
+<img src="docs/img/samples.png" width="100%"/>
 
 ## Usage