cortexa-create-scorer (v10-proxy)

Production scorer for Pleius Create (short-form video). Uses the same weights as M725/cortexa-marketing-scorer but with a different pillar remap suited to short-form video.

Pipeline

video ─→ ffmpeg 1fps sample → N frames
N frames ─→ CLIP ViT-B/32 vision encoder ─→ (N, 512) stim_emb
"general audience" ─→ CLIP text → demo_emb
cortexa_v10 head per frame → per-frame curves (engagement, audience_drive, ...)
                              ↓
                    aggregate to 4 Create pillars:
                      hook            = mean engagement, first up-to-3 frames
                      hold            = mean engagement, all frames
                      algorithmic_fit = mean audience_drive
                      brand_lift      = mean demographic_appeal
                      overall (win)   = sigmoid(audience_drive_mean · 6)

The remap mirrors hf-space/app/content.py in the serving Space M725/cortexa-ad-api. When a dedicated v64a_PROD weight ships, this repo will be replaced with that ranker; until then v10-proxy is the production behavior.

Files

Same 4 ONNX files as M725/cortexa-marketing-scorer (they are the same weights, served under a different surface and pillar mapping). See that repo's README for file-level details.

License

Pleius internal — see https://pleius.com. Not for redistribution.