Update README.md

README.md

@@ -51,15 +51,21 @@ it in your cloned MoireFormer folder.
 
 3. Run the Chat Interface:
 
-Bash
 pip install torch transformers datasets
+
 python moire_chat.py --weights moire_phase2_weights_final.pt --size large
+
 Training Curriculum
+
 The model was trained in two continuous phases to demonstrate that wave-fields avoid catastrophic forgetting via
+
 phase-locking (destructive and constructive interference):
 
 Phase 1 (Base Geometry): 15 Epochs on a mixed dataset of Databricks Dolly-15k, WikiText-2, and OpenAssistant.
+
 This established the foundational phase-space for English and conversational structure.
 
 Phase 2 (Phase-Space Expansion): 5 Epochs finetuning on the Guanaco dataset to refine logical geometry
-and instruction-following, organically expanding the model's topological complexity without overwriting previous data.
+
+and instruction-following, organically expanding the model's topological complexity without overwriting previous data.
+(Perhaps?)