Update app.py

app.py

@@ -2,14 +2,14 @@ import gradio as gr
 import json
 import time
 
-# Load results
+# Load sealed results
 with open("results.json") as f:
     data = json.load(f)
 
 def simulate_epochs(dataset):
     results = data[dataset]
-    table = "| Epoch | LIAM (RFT) | Adam | Lion | SGR |\n|-------|-------------|------|------|-----|\n"
-    markdown_output = ""
+    header = "| Epoch | LIAM (RFT) | Adam | Lion | SGR |\n|-------|-------------|------|------|-----|\n"
+    table = header
     for i in range(len(results["epochs"])):
         epoch = results["epochs"][i]
         rft = results["LIAM_RFT"][i]
@@ -17,16 +17,15 @@ def simulate_epochs(dataset):
         lion = results["Lion"][i]
         sgr = results["SGR"][i]
         table += f"| {epoch} | {rft:.2f}% | {adam:.2f}% | {lion:.2f}% | {sgr:.2f}% |\n"
-        markdown_output = table
-        yield markdown_output
-        time.sleep(0.75)
+        yield table
+        time.sleep(0.75)  # Simulate live epoch progression
 
 demo = gr.Interface(
     fn=simulate_epochs,
     inputs=gr.Dropdown(choices=list(data.keys()), label="Select Dataset"),
     outputs=gr.Markdown(),
     title="RFT Optimizer Showdown",
-    description="Epoch-by-epoch simulation of optimizer performance. All results sealed and verified.",
+    description="Live epoch simulation comparing DCLR++ (LIAM RFT) vs. Adam, Lion, and SGR. All results sealed. No code exposed.",
     live=True
 )