chore: update readme for triton_util

Signed-off-by: Maryam Tahhan <mtahhan@redhat.com>

Author: maryamtahhan

Readme.md

@@ -23,6 +23,20 @@ Secure your caches with cryptographic signing, enabling safe and
 efficient cache distribution and reuse across environments and teams.
 For more information please see the TCV [readme](./tcv/README.md).
 
+### Triton Util
+
+Write cleaner, more intuitive Triton code with high-level abstractions
+and utilities for loading, storing, and debugging GPU memory.
+
+- Simplify index computations
+- Debug only the kernel you want
+- Stay close to the Triton core, no black-box magic
+
+**Triton-util was developed by [Umer Adil](mailto:umer.hayat.adil@gmail.com)**
+and generously contributed to TKDK.
+
+For more information please see the TCV [readme](./triton_util/README.md).
+
 ## Getting Started
 
 1. Clone this repository: