Update app.py

app.py

@@ -289,7 +289,7 @@ st.markdown("""
 <div class="main-header">
     <h1>ISNAD</h1>
     <h3 style="font-style: italic; font-weight: normal; font-size: 1.2rem;">Integrated System for Networked Attribution & Documentation</h3>
-    <h4>Piloting Stages 1–3: Smart Context Citation (SCC)</h4>
+    <h4>Piloting Stages 1: Smart Context Citation (SCC)</h4>
 </div>
 """, unsafe_allow_html=True)
 
@@ -298,8 +298,8 @@ with st.expander("About ISNAD and Example Citation"):
     st.markdown("""
     <div class="info-card">
         <p>The Integrated System for Networked Attribution & Documentation (ISNAD) is a five-layer framework designed to secure, contextualise, and verify knowledge in the era of Generative AI. It draws inspiration from the classical isnad (chains of transmission), modern referencing systems, and the Swiss Cheese Model of layered protection.</p>
-        <p>The current app pilots Stages 1–3 of ISNAD, implemented as the Smart Context Citation (SCC) system. SCC is the first operational layer of ISNAD, focused on creating verifiable, transparent, and context-rich citations. It ensures that knowledge attribution remains trustworthy and resistant to AI tampering.</p>
-        <h4>Key Features of SCC (Stage 1–3 of ISNAD):</h4>
+        <p>The current app pilots Stages 1 of ISNAD, implemented as the Smart Context Citation (SCC) system. SCC is the first operational layer of ISNAD, focused on creating verifiable, transparent, and context-rich citations. It ensures that knowledge attribution remains trustworthy and resistant to AI tampering.</p>
+        <h4>Key Features of SCC (Stage 1 of ISNAD):</h4>
         <ul>
             <li><strong>Inline Citations:</strong> Author-year citations hyperlinked to the exact text fragment in the source.</li>
             <li><strong>Authenticated Citation Identifier (ACI):</strong> A cryptographic hash that secures citation integrity.</li>
@@ -308,8 +308,9 @@ with st.expander("About ISNAD and Example Citation"):
         <h4>Future Layers of ISNAD (Under Development):</h4>
         <ul>
             <li>Automated citation authentication workflows.</li>
-            <li>Integration with writing platforms (e.g., MS Office, Overleaf).</li>
+            <li>Integration with writing platforms (e.g., MS Office).</li>
             <li>Linkage with digital libraries and source databases.</li>
+            <li>Printable document option with preferred traditional referencing style (e.g., APA, Harvard), allowing citations to be automatically converted for easier reading in printed documents.</li>
             <li>AI-resilient verification pipelines to protect academic outputs at scale.</li>
         </ul>
         <h4>Technical Legitimacy</h4>