Make model card release-facing

README.md

@@ -12,11 +12,11 @@ tags:
 
 # InformedXRD Case-Study Checkpoints
 
-This staging directory is the draft Hugging Face model card for the NeurIPS Evaluations & Datasets artifact release associated with *InformedXRD*.
+This Hugging Face model repository hosts the NeurIPS Evaluations & Datasets artifact release checkpoints associated with *InformedXRD*.
 
 ## Contents
 
-The intended public model repo contains only the checkpoints needed to reproduce the paper's evaluation case studies:
+This model repo contains only the checkpoints needed to reproduce the paper's evaluation case studies:
 
 - four ViT case-study checkpoints total, including the final mixed champion,
   Stage-2c and PO comparison checkpoints, and the legacy replay-era baseline
@@ -62,9 +62,8 @@ The associated benchmark payloads live in the separate Hugging Face dataset repo
 
 - [`informedxrd/informedxrd-benchmarks`](https://huggingface.co/datasets/informedxrd/informedxrd-benchmarks)
 
-## Publication plan
+## Release Status
 
-1. Create a private Hugging Face model repo.
-2. Upload the staged checkpoints and metadata.
-3. Verify load paths against the public reproducibility manifests.
-4. Switch visibility when the review/release posture is decided.
+This repository is intended to be a frozen reviewer-facing artifact. Future
+corrections, if any, should be versioned explicitly rather than silently
+replacing the submitted checkpoints.