Update README.md

README.md

@@ -13,6 +13,12 @@ tags:
 This repository contains an NVFP4 quantized version of the
 [fdtn-ai/Foundation-Sec-8B-Instruct](https://huggingface.co/fdtn-ai/Foundation-Sec-8B-Instruct) model, optimized for NVIDIA Spark using TensorRT Model Optimizer.
 
+🚀 Quantizing the Foundation-Sec-8B model to NVFP4 can significantly reduce its memory footprint by up to 3.5 times, allowing it to run on hardware with less VRAM. 
+This process also increases inference speed by reducing the memory bandwidth bottleneck and leveraging optimizations specific to NVIDIA's Blackwell architecture. 
+Read more about NVFP4 at NVIDIA (https://developer.nvidia.com/blog/introducing-nvfp4-for-efficient-and-accurate-low-precision-inference/)
+
+❇️ NVIDIA Pretraining Large Language Models with NVFP4 Paper(https://arxiv.org/abs/2509.25149)
+
 ## Quantization Details
 - Quantization Method: NVFP4
 - Base Model: [fdtn-ai/Foundation-Sec-8B-Instruct](https://huggingface.co/fdtn-ai/Foundation-Sec-8B-Instruct)
@@ -23,4 +29,7 @@ This repository contains an NVFP4 quantized version of the
 Refer to TensorRT-LLM or your deployment stack for loading NVFP4 artifacts.
 
 ## License
-(Inherit from base model if applicable, or specify your own)
+(Inherit from base model)
+
+## Contacts
+@guerilla7 | Ron F. Del Rosario | LinkedIn:(https://www.linkedin.com/in/ronaldfloresdelrosario/)