Update README.md

README.md

@@ -4,8 +4,11 @@ emoji: 📐
 colorFrom: purple
 colorTo: indigo
 sdk: static
-pinned: false
+pinned: true
 license: cc-by-4.0
+thumbnail: >-
+  https://cdn-uploads.huggingface.co/production/uploads/628f7a71dd993507cfcbe587/1m4gucm34KFg6MtprGn75.png
+short_description: A unified reference architecture for agentic AI systems
 ---
 
 <h1 align="center">AISA</h1>
@@ -26,11 +29,11 @@ license: cc-by-4.0
 
 <p align="center">
   <a href="https://zenodo.org/records/18161880"
-     style="display:inline-block; padding:10px 18px; background:#2f80ed; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600; margin-right:8px;">
+     style="display:inline-block; padding:10px 18px; background:#e6d2df; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600; margin-right:8px;">
     📄 Read the Paper
   </a>
   <a href="https://huggingface.co/spaces/AISA-Framework"
-     style="display:inline-block; padding:10px 18px; background:#24292f; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
+     style="display:inline-block; padding:10px 18px; background:#899dd0; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
     🤗 HuggingFace Space
   </a>
 </p>
@@ -57,7 +60,7 @@ license: cc-by-4.0
 
 <p align="center">
   <img
-    src="https://cdn-uploads.huggingface.co/production/uploads/628f7a71dd993507cfcbe587/45Eqp_VcPnBt3s6ZRJhYE.png"
+    src="https://cdn-uploads.huggingface.co/production/uploads/628f7a71dd993507cfcbe587/pDWzqiSTrKFnJN7wUj09c.png"
     alt="Agentic AI Systems Architecture Diagram"
     width="900"
   />
@@ -68,11 +71,22 @@ license: cc-by-4.0
 <h2 align="center">How to Use AISA</h2>
 
 <p align="center">
-  ✔️ Design agentic systems with <b>clear separation of concerns</b><br/>
-  ✔️ Evaluate <b>safety, reliability, and emergent behavior</b><br/>
-  ✔️ Scale agentic solutions with <b>governance built-in</b>
+  Design agentic AI systems with <b>explicit separation of concerns</b><br/>
+  Analyze and evaluate <b>long-horizon behavior, safety, and reliability</b><br/>
+  Deploy and scale agentic systems with <b>governance and auditability built in</b>
 </p>
 
+<hr/>
+
+<h2 align="center">Who is this for?</h2>
+
+<p align="center">
+  Researchers studying <b>LLM-based agents</b> and long-horizon reasoning<br/>
+  Engineers building <b>tool-augmented or autonomous AI systems</b><br/>
+  Practitioners designing <b>safe, auditable, and governed AI deployments</b>
+</p>
+
+
 <hr/>
 
 <h2 align="center">Documentation</h2>
@@ -82,25 +96,25 @@ license: cc-by-4.0
     <tr>
       <td>
         <a href="https://huggingface.co/spaces/AISA-Framework/README/blob/main/ARCHITECTURE.md"
-           style="display:inline-block; padding:10px 14px; background:#6f42c1; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
+           style="display:inline-block; padding:10px 14px; background:#899dd0; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
           📐 Architecture
         </a>
       </td>
       <td>
         <a href="https://huggingface.co/spaces/AISA-Framework/README/blob/main/CONTRACTS.md"
-           style="display:inline-block; padding:10px 14px; background:#0d6efd; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
+           style="display:inline-block; padding:10px 14px; background:#e6d2df; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
           📜 Contracts
         </a>
       </td>
       <td>
         <a href="https://huggingface.co/spaces/AISA-Framework/README/blob/main/ROADMAP.md"
-           style="display:inline-block; padding:10px 14px; background:#198754; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
+           style="display:inline-block; padding:10px 14px; background:#899dd0; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
           🧭 Roadmap
         </a>
       </td>
       <td>
         <a href="https://doi.org/10.5281/zenodo.18161880"
-           style="display:inline-block; padding:10px 14px; background:#2f80ed; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
+           style="display:inline-block; padding:10px 14px; background:#e6d2df; color:#ffffff; text-decoration:none; border-radius:8px; font-weight:600;">
           📖 DOI
         </a>
       </td>
@@ -110,6 +124,8 @@ license: cc-by-4.0
 
 <hr/>
 
+<hr/>
+
 <h3 align="center">Citation</h3>
 
 <pre style="text-align:center;">
@@ -118,6 +134,5 @@ Zenodo. https://doi.org/10.5281/zenodo.18161880
 </pre>
 
 <p align="center">
-  <em>Status: Active development · License: CC BY 4.0</em>
-</p>
-
+  <em>Status: Active development · ACL submission under review · License: CC BY 4.0</em>
+</p>