🚀 OS Launch: Clean documentation and refined licensing

This OS launch commit includes:

✅ **Cleaned Documentation**
- Removed inflated claims and marketing language
- Added honest research status and limitations
- Created professional model card and validation reports
- Streamlined licensing to AGPLv3 + commercial contact

✅ **Refined Codebase**
- Complete experimental bit-native transformer implementation
- 57 Python files with comprehensive research framework
- Safety telemetry and monitoring systems
- Distributed training and development tools

✅ **Professional Standards**
- Empirical validation of all claims
- Clear experimental vs production distinctions
- Rigorous research methodology requirements
- Community contribution framework

Ready for serious research evaluation and academic investigation.

app.py

@@ -0,0 +1,34 @@
+#!/usr/bin/env python3
+"""
+BitTransformerLM HuggingFace Space Entry Point
+==============================================
+
+Main entry point for HuggingFace Spaces deployment.
+This file is automatically detected by HF Spaces and launches the Gradio interface.
+"""
+
+import os
+import sys
+from pathlib import Path
+
+# Add current directory to path for imports
+sys.path.insert(0, str(Path(__file__).parent))
+
+# Import and launch the Gradio interface
+from gradio_dashboard import create_gradio_interface
+
+# Environment setup for HF Spaces
+os.environ.setdefault("GRADIO_SHARE", "False")
+os.environ.setdefault("GRADIO_ANALYTICS_ENABLED", "False")
+
+if __name__ == "__main__":
+    # Create and launch interface for HuggingFace Spaces
+    interface = create_gradio_interface()
+    
+    # Launch with HF Spaces optimized settings
+    interface.launch(
+        show_error=True,
+        show_api=False,  # Hide API docs for cleaner interface
+        quiet=False,     # Show startup logs
+        auth=None,       # No authentication needed for public demo
+    )