docs: org about + registry + brand icon

README.md

@@ -11,7 +11,7 @@ Organization for DotCheck AI-likeness **people**. Public model repos ship Apache
 | Hub id | Wire | Backbone / stack | Artifact |
 |--------|------|------------------|----------|
 | [`vermeer-image-v12`](https://huggingface.co/DotCheck/vermeer-image-v12) | `inhouse@12` | Adapted SigLIP2-base + linear head | `siglip2_base_patch16_224_linear_head_v12lora.npz` |
-| [`valla-text-v9`](https://huggingface.co/DotCheck/valla-text-v9) | `inhouse-text@9` (+ lang heads) | TMR + Fakespot + logistic heads | `text_stack_head_v9.npz` + lang |
+| [`valla-text-v9`](https://huggingface.co/DotCheck/valla-text-v9) | `inhouse-text@11` (+ lang heads) | TMR + Fakespot + logistic heads | `text_stack_head_v11.npz` + lang |
 | [`muybridge-video-v2`](https://huggingface.co/DotCheck/muybridge-video-v2) | `inhouse-video@2` | SigLIP2-base + video-frame head (Muybridge) | `siglip2_base_patch16_224_linear_head_video_v2.npz` |
 | [`helmholtz-audio-v2`](https://huggingface.co/DotCheck/helmholtz-audio-v2) | `inhouse-audio@2` | Dasheng-Base + logistic head | `dasheng_base_linear_head_audio_v2.npz` |
 
@@ -27,5 +27,5 @@ Public repos include Apache-2.0 open weights. Everyday product scoring still run
 
 ## Metrics SSOT
 
-Measured holdout floats live in product `Data.json` / `MODEL-CHOICE.md` (image bal **0.9950**, EN text bal **0.980**, video bag-p90 bal **0.985**, audio bal **0.986**). Do not cite stale bake-off YAML.
+Measured holdout floats live in product `Data.json` / `MODEL-CHOICE.md` (image bal **0.9950**, EN text bal **0.986**, video bag-p90 bal **0.985**, audio bal **0.986**). Do not cite stale bake-off YAML.
 

REGISTRY.md

@@ -7,7 +7,7 @@ SSOT: repo-root `Data.json` → `models` + `hub` + `engines`. Generated by Sync.
 | Slot | Wire | Hub repo | Artifact |
 | --- | --- | --- | --- |
 | image | `inhouse@12` | [vermeer-image-v12](https://huggingface.co/DotCheck/vermeer-image-v12) | `siglip2_base_patch16_224_linear_head_v12lora.npz` |
-| text | `inhouse-text@9` | [valla-text-v9](https://huggingface.co/DotCheck/valla-text-v9) | `text_stack_head_v9.npz` |
+| text | `inhouse-text@11` | [valla-text-v9](https://huggingface.co/DotCheck/valla-text-v9) | `text_stack_head_v11.npz` |
 | video | `inhouse-video@2` | [muybridge-video-v2](https://huggingface.co/DotCheck/muybridge-video-v2) | `siglip2_base_patch16_224_linear_head_video_v2.npz` |
 | audio | `inhouse-audio@2` | [helmholtz-audio-v2](https://huggingface.co/DotCheck/helmholtz-audio-v2) | `dasheng_base_linear_head_audio_v2.npz` |