diff --git a/README.md b/README.md
index 0ba6ebc..46451a3 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
 [![Release Please](https://github.com/wavekat/wavekat-lab/actions/workflows/release-please.yml/badge.svg)](https://github.com/wavekat/wavekat-lab/actions/workflows/release-please.yml)
 [![DeepWiki](https://img.shields.io/badge/DeepWiki-wavekat%2Fwavekat--lab-blue.svg?logo=data:image/png;base64,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)](https://deepwiki.com/wavekat/wavekat-lab)
 
-A research repo for the [WaveKat](https://github.com/wavekat) project — interactive tools and Jupyter notebooks for working with audio models (VAD, turn detection, voice datasets, and more).
+A research repo for the [WaveKat](https://wavekat.com) project — interactive tools and Jupyter notebooks for working with audio models (VAD, turn detection, voice datasets, and more).
 
 > [!WARNING]
 > Early development. Things may change.
@@ -64,6 +64,12 @@ make lab               # start Jupyter Lab on notebooks/
 | <a href="https://www.youtube.com/watch?v=j2KkhpFRKaY"><img src="https://img.youtube.com/vi/j2KkhpFRKaY/maxresdefault.jpg" alt="FireRed VAD Showdown" width="400"></a> | **[Adding FireRedVAD as the 4th backend](https://www.youtube.com/watch?v=j2KkhpFRKaY)** <br> Benchmarking Xiaohongshu's FireRedVAD against Silero, TEN VAD, and WebRTC across accuracy and latency. |
 | <a href="https://www.youtube.com/watch?v=450O3w9c-e8"><img src="https://img.youtube.com/vi/450O3w9c-e8/maxresdefault.jpg" alt="VAD Lab Demo" width="400"></a> | **[VAD Lab: Real-time multi-backend comparison](https://www.youtube.com/watch?v=450O3w9c-e8)** <br> Live demo of VAD Lab comparing WebRTC, Silero, and TEN VAD side by side with real-time waveform visualization. |
 
+## About WaveKat
+
+`wavekat-lab` is part of WaveKat, an open-source ecosystem for building real-time voice pipelines. This repo holds interactive tools and notebooks for experimenting with the audio models — VAD, turn detection, and more — that power those pipelines.
+
+See [wavekat.com](https://wavekat.com) for the full project.
+
 ## Stars
 
 <a href="https://stars.wavekat.com/wavekat/wavekat-lab">