Update app.py

app.py

@@ -10,7 +10,7 @@ import gradio as gr
 
 ROOT = Path(__file__).resolve().parent
 
-DOWN_ROOT = ROOT / "Down"
+DOWN_ROOT = ROOT / "down"
 STRANGE_ROOT = ROOT / "Strange"
 
 DOWN_GRAPHICS = DOWN_ROOT / "graphics"
@@ -37,19 +37,14 @@ def _collect_pngs(folder: Path):
 # DOWN (Unified: Down + AntiDown)
 # ============================================================
 
-def run_down_all(episodes_per_phase: int):
+def run_down_all():
     run_all = DOWN_ROOT / "run_all.py"
     if not run_all.exists():
         raise RuntimeError("Down/run_all.py not found")
 
     _clean_pngs(DOWN_GRAPHICS)
 
-    cmd = [
-        sys.executable,
-        "run_all.py",
-        "--episodes",
-        str(int(episodes_per_phase)),
-    ]
+    cmd = [sys.executable, "run_all.py"]
 
     subprocess.run(
         cmd,
@@ -62,18 +57,14 @@ def run_down_all(episodes_per_phase: int):
 
     meta = {
         "status": "completed",
-        "pipeline": "DOWN + AntiDown (unified)",
-        "episodes_per_phase": int(episodes_per_phase),
+        "pipeline": "DOWN + AntiDown",
         "graphics_count": len(images),
         "graphics_dir": str(DOWN_GRAPHICS),
     }
 
     return meta, images
 
-
-# ============================================================
 # STRANGE (Unified: Strange + AntiStrange)
-# ============================================================
 
 def run_strange_all():
     run_all = STRANGE_ROOT / "run_all.py"
@@ -95,7 +86,7 @@ def run_strange_all():
 
     meta = {
         "status": "completed",
-        "pipeline": "STRANGE + AntiStrange (unified)",
+        "pipeline": "STRANGE + AntiStrange",
         "graphics_count": len(images),
         "graphics_dir": str(STRANGE_GRAPHICS),
     }
@@ -109,15 +100,14 @@ def run_strange_all():
 
 def build_ui():
     with gr.Blocks(
-        title="TwoQuarks — QuarksLab (Interactive)",
+        title="TwoQuarks — QuarksLab",
     ) as demo:
 
         gr.Markdown(
             """
-# TwoQuarks • QuarksLab (Interactive)
+# TwoQuarks • QuarksLab 
 
-**Real runs. Real artifacts. No duplicated models.**  
-Each section launches a **single unified pipeline** and displays the **actual plots generated**.
+**Run Models. Real artifacts. Real Models.**
 """
         )
 
@@ -127,20 +117,19 @@ Each section launches a **single unified pipeline** and displays the **actual pl
         gr.Markdown("## DOWN / AntiDown")
         gr.Markdown(
             """
-Unified tabular paradox experiment.  
-This runs **one pipeline** that includes both quark and antiquark.
-"""
+The Down / AntiDown models are reinforcement learning agents 
+designed to expose and analyze failure modes under deceptive reward conditions."""
         )
 
         down_eps = gr.Slider(
             minimum=50,
-            maximum=800,
+            maximum=500,
             step=50,
             value=200,
             label="Episodes per phase",
         )
 
-        run_down_btn = gr.Button("Run DOWN (unified)")
+        run_down_btn = gr.Button("Run DOWN Model")
 
         down_meta = gr.JSON(label="Run status")
         down_gallery = gr.Gallery(
@@ -163,12 +152,12 @@ This runs **one pipeline** that includes both quark and antiquark.
         gr.Markdown("## STRANGE / AntiStrange")
         gr.Markdown(
             """
-Unified hypothesis lab (swarm dynamics + regime shifts).  
-Runs **Strange + AntiStrange + dual comparison** as a single experiment.
+Strange / AntiStrange are reinforcement learning agents 
+designed to study failure under hidden regime shifts and phase transitions. 
 """
         )
 
-        run_strange_btn = gr.Button("Run STRANGE (unified)")
+        run_strange_btn = gr.Button("Run STRANGE Model")
 
         strange_meta = gr.JSON(label="Run status")
         strange_gallery = gr.Gallery(
@@ -186,10 +175,11 @@ Runs **Strange + AntiStrange + dual comparison** as a single experiment.
         gr.Markdown(
             """
 ---
-### Notes
-- All experiments are executed via their respective **`run_all.py`**.
+### Notes:
+- This lab, its models & the TwoQuarks website, 
+  are developed end to end by Jaime Ledesma.
 - Gradio does not import or orchestrate internal model logic.
-- All visualizations are read directly from the `graphics/` folders.
+- All visualizations are the result produced by the model.
 """
         )