Update footer copyright year and enhance DeepSeek Sparse Attention documentation

- Changed copyright year in the footer from 2024 to 2025 for accuracy.
- Added links to the DeepSeek-V3.2-Exp research paper and model on Hugging Face, along with key GPU kernels for improved resource accessibility.

Author: vukrosic

components/footer.tsx

@@ -60,7 +60,7 @@ export function Footer() {
         {/* Bottom section */}
         <div className="mt-6 pt-6 border-t border-slate-700/50 flex flex-col md:flex-row justify-between items-center gap-4 text-xs text-slate-400">
           <div>
-            © 2024 Open Superintelligence Lab. {language === 'en' ? 'All rights reserved.' : '保留所有权利。'}
+            © 2025 Open Superintelligence Lab. {language === 'en' ? 'All rights reserved.' : '保留所有权利。'}
           </div>
           <div className="flex gap-4">
             <a 

public/Inference-cost.jpeg

@@ -7,6 +7,12 @@ hero:
     - "📄 Research Article"
 ---
 
+**Research Paper:** [DeepSeek-V3.2-Exp: Boosting Long-Context Efficiency with DeepSeek Sparse Attention](https://github.com/deepseek-ai/DeepSeek-V3.2-Exp/blob/main/DeepSeek_V3_2.pdf)
+
+**Model:** [DeepSeek-V3.2-Exp on Hugging Face](https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp)
+
+**Key GPU Kernels:** TileLang & CUDA (use TileLang for rapid research prototyping!)
+
 Prerequisites: Attention Mechanism
 
 **📺 Recommended Video Resource:** For a comprehensive understanding of attention mechanisms and DeepSeek's Multihead Latent Attention, watch this video: [DeeepSeek V3 From Scratch](https://youtu.be/TfEG0TwueTs)