Update README.md

README.md

@@ -26,7 +26,8 @@ pipeline_tag: feature-extraction
 
 > **Zero-shot brain encoder: predict which brain regions activate in response to any audio or text — no fMRI required at inference time.**
 
-Trained exclusively on **real naturalistic fMRI data** (2.73M training timepoints, 289 GB, 4,480 sessions).
+Trained exclusively on **real naturalistic fMRI data** 
+This is a demo, not representative of the full model** 
 Predicts activation across **56 canonical brain ROIs** (HCP MMP1.0 parcellation).
 
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@@ -170,6 +171,6 @@ librosa>=0.10   # for audio loading
 
 ## Citation / Contact
 
-Built by Amphora. Contact: hamiltonfrancesco5@gmail.com
+Built by Amphora.
 
 If you use this in research, please cite the HuggingFace repo URL.