docs: org about + registry + brand icon

README.md

@@ -17,7 +17,7 @@ See what's real.
 | [`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-v11`](https://huggingface.co/DotCheck/valla-text-v11) | `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 | `siglip2_base_patch16_224_linear_head_video_v2.npz` |
-| [`helmholtz-audio-v3`](https://huggingface.co/DotCheck/helmholtz-audio-v3) | `inhouse-audio@3` | Dasheng-Base + logistic head | `dasheng_base_linear_head_audio_v3.npz` |
+| [`helmholtz-audio-v3`](https://huggingface.co/DotCheck/helmholtz-audio-v3) | `inhouse-audio@3` | Dasheng-Base + logistic head | `dasheng_base_linear_head_audio_h3e.npz` |
 
 - Collection: [DotCheck Engines](https://huggingface.co/collections/DotCheck/dotcheck-engines-6a659e57f7934cb510677785)
 - About: [`DotCheck/dotcheck`](https://huggingface.co/DotCheck/dotcheck)
@@ -36,5 +36,5 @@ Open weights and cards live here. Clip assembly that joins video frames with aud
 
 ## Holdout claims (SSOT)
 
-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 **0.989**). Do not cite stale bake-off YAML.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 **0.995**). Do not cite stale bake-off YAML.
 

REGISTRY.md

@@ -9,7 +9,7 @@ SSOT: repo-root `Data.json` → `models` + `hub` + `engines`. Generated by Sync.
 | image | `inhouse@12` | [vermeer-image-v12](https://huggingface.co/DotCheck/vermeer-image-v12) | `siglip2_base_patch16_224_linear_head_v12lora.npz` |
 | text | `inhouse-text@11` | [valla-text-v11](https://huggingface.co/DotCheck/valla-text-v11) | `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@3` | [helmholtz-audio-v3](https://huggingface.co/DotCheck/helmholtz-audio-v3) | `dasheng_base_linear_head_audio_v3.npz` |
+| audio | `inhouse-audio@3` | [helmholtz-audio-v3](https://huggingface.co/DotCheck/helmholtz-audio-v3) | `dasheng_base_linear_head_audio_h3e.npz` |
 
 Org: [DotCheck](https://huggingface.co/DotCheck) · Collection: [DotCheck Engines](https://huggingface.co/collections/DotCheck/dotcheck-engines-6a659e57f7934cb510677785)