diff --git a/src/projects/privacy-pools/index.yaml b/src/projects/privacy-pools/index.yaml
index 42c420f0..2f2cd125 100644
--- a/src/projects/privacy-pools/index.yaml
+++ b/src/projects/privacy-pools/index.yaml
@@ -3,5 +3,8 @@ categories:
   - dapps
 description: 'Allow you to generate a brand new Ethereum address that is completely unlinkable to any prior transaction history. But our privacy-preserving technology does much more than that'
 links:
-  web: https://www.privacypools.com
+  web: https://privacy-pools-v1-demo.netlify.app/
   github: https://github.com/ameensol/privacy-pools
+  docs: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4563364
+
+  education: https://x.com/0xArhat/status/1699812440614035944