Update app.py

app.py

@@ -10,7 +10,6 @@ from pypdf import PdfReader
 # 1. CONFIGURATION & LLM ENGINE
 # -----------------------------
 API_KEY = os.getenv("XAI_API_KEY")
-# Current 2026 Production Endpoint
 API_URL = "https://api.x.ai/v1/chat/completions"
 MODEL_NAME = "grok-4-1-fast-non-reasoning"
 
@@ -54,16 +53,14 @@ def analyze_paper(url):
         if not match:
             return ["❌ Invalid URL. Please use a standard arXiv link."] + [""] * 8
         paper_id = match.group(1)
-        
-        # Fetch Metadata
+
         search = arxiv.Search(id_list=[paper_id])
         paper = next(search.results())
         
-        # Extract PDF Text (Targeting Intro, Math, and Conclusion)
         resp = requests.get(paper.pdf_url)
         reader = PdfReader(io.BytesIO(resp.content))
         num_pages = len(reader.pages)
-        # Get first 7 pages and last 2 pages for comprehensive context
+
         text_pages = [p.extract_text() for p in reader.pages[:7]]
         if num_pages > 7:
             text_pages.append(reader.pages[-1].extract_text())
@@ -73,11 +70,9 @@ def analyze_paper(url):
         
         raw_analysis = call_grok(prompt)
         
-        # If API returned an error string, put it in the summary and exit
         if "❌" in raw_analysis:
             return [paper.title, raw_analysis] + [""] * 7
 
-        # Parsing logic
         markers = ["SUMMARY", "PROBLEM", "IDEAS", "THEORY", "ALGO", "FINDINGS", "AUTHORS", "VERDICT"]
         results = {}
         for i, m in enumerate(markers):
@@ -95,8 +90,8 @@ def analyze_paper(url):
 # 3. GRADIO UI
 # -----------------------------
 with gr.Blocks(theme=gr.themes.Soft(primary_hue="cyan"), title="arXivForMe Ultra") as demo:
-    gr.Markdown("# 🔬 arXivForMe Ultra")
-    gr.Markdown("### *2026 Research Deconstruction Suite*")
+    gr.Markdown("# 🔬 arXivForMe")
+    gr.Markdown("### Research Deconstruction Application*")
     
     with gr.Row():
         url_input = gr.Textbox(label="arXiv URL", placeholder="https://arxiv.org/abs/2401.12345", scale=4)
@@ -128,7 +123,6 @@ with gr.Blocks(theme=gr.themes.Soft(primary_hue="cyan"), title="arXivForMe Ultra
         with gr.Tab("⚖️ The Verdict"):
             out_verd = gr.Markdown(label="AI Critical Opinion")
 
-    # Map function to UI components
     outputs = [paper_display, out_sum, out_prob, out_idea, out_theo, out_algo, out_find, out_auth, out_verd]
     run_btn.click(fn=analyze_paper, inputs=url_input, outputs=outputs)