dotcheck
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---
license: other
tags:
- dotcheck
---

# DotCheck

Organization for DotCheck AI-likeness **people**. Public model repos ship Apache-2.0 open weights (`.npz` heads on frozen upstream backbones), architecture notes, and measured holdout gates. Product video assembly **Covenant** (Muybridge frames + Helmholtz audio) stays with DotCheck. Everyday scoring still runs through DotCheck.

| 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-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 (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` |

- Collection: [DotCheck Engines](https://huggingface.co/collections/DotCheck/dotcheck-engines-6a659e57f7934cb510677785)
- About: [`DotCheck/dotcheck`](https://huggingface.co/DotCheck/dotcheck)
- Full inventory: see `REGISTRY.md` in this about repo / `hub/REGISTRY.md` in source

## Runtime

Serve: DotCheck CPU FastAPI. Public HTTP: Express → inference. Guests: https://dotcheck.ai/check. Programmatic: https://dotcheck.ai/api (`Authorization: Bearer dc_…`, Pro). Gates: https://dotcheck.ai/docs · https://dotcheck.ai/how

Public repos include Apache-2.0 open weights. Everyday product scoring still runs through DotCheck.

## Metrics 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 **0.986**). Do not cite stale bake-off YAML.