Update app.py

app.py

@@ -6,8 +6,8 @@ import time
 with open("results.json") as f:
     data = json.load(f)
 
-def simulate_epochs(dataset):
-    results = data[dataset]
+def simulate_epochs(difficulty):
+    results = data[difficulty]
     header = "| Epoch | LIAM (RFT) | Adam | Lion | SGR |\n|-------|-------------|------|------|-----|\n"
     table = header
     for i in range(len(results["epochs"])):
@@ -22,10 +22,13 @@ def simulate_epochs(dataset):
 
 demo = gr.Interface(
     fn=simulate_epochs,
-    inputs=gr.Dropdown(choices=list(data.keys()), label="Select Dataset"),
+    inputs=gr.Dropdown(
+        choices=list(data.keys()),
+        label="Select Difficulty Level"
+    ),
     outputs=gr.Markdown(),
     title="RFT Optimizer Showdown",
-    description="Live epoch simulation comparing DCLR++ (LIAM RFT) vs. Adam, Lion, and SGR. All results sealed. No code exposed.",
+    description="Live epoch simulation comparing DCLR++ (LIAM RFT) vs. Adam, Lion, and SGR across difficulty tiers. All results sealed. No optimizer code exposed.",
     live=True
 )