diff --git a/public/content/defi/index.md b/public/content/defi/index.md
index 6925b4374bd..e40463e4641 100644
--- a/public/content/defi/index.md
+++ b/public/content/defi/index.md
@@ -239,7 +239,7 @@ When you use a centralized exchange you have to deposit your assets before the t
 
 There are fund management products on Ethereum that will try to grow your portfolio based on a strategy of your choice. This is automatic, open to everyone, and doesn't need a human manager taking a cut of your profits.
 
-A good example is the [DeFi Pulse Index fund (DPI)](https://defipulse.com/blog/defi-pulse-index/). This is a fund that rebalances automatically to ensure your portfolio always includes the top DeFi tokens by market capitalization. You never have to manage any of the details and you can withdraw from the fund whenever you like.
+For example, there are tokenized index funds that rebalance automatically to ensure your portfolio always includes the top DeFi tokens by market capitalization. You never have to manage any of the details and you can withdraw from the fund whenever you like.
 
 <ButtonLink href="/apps/categories/defi">
   See investment dapps
@@ -359,7 +359,6 @@ DeFi is an open-source movement. The DeFi protocols and applications are all ope
 ### Communities {#communities}
 
 - [DeFi Llama Discord server](https://discord.defillama.com/)
-- [DeFi Pulse Discord server](https://discord.gg/Gx4TCTk)
 
 <Divider />
 
diff --git a/public/content/developers/docs/scaling/validium/index.md b/public/content/developers/docs/scaling/validium/index.md
index 00184c6ab90..81033327411 100644
--- a/public/content/developers/docs/scaling/validium/index.md
+++ b/public/content/developers/docs/scaling/validium/index.md
@@ -162,5 +162,4 @@ Multiple projects provide implementations of Validium and volitions that you can
 - [Validium And The Layer 2 Two-By-Two — Issue No. 99](https://www.buildblockchain.tech/newsletter/issues/no-99-validium-and-the-layer-2-two-by-two)
 - [ZK-rollups vs Validium](https://blog.matter-labs.io/zkrollup-vs-validium-starkex-5614e38bc263)
 - [Volition and the Emerging Data Availability spectrum](https://medium.com/starkware/volition-and-the-emerging-data-availability-spectrum-87e8bfa09bb)
-- [Rollups, Validiums, and Volitions: Learn About the Hottest Ethereum Scaling Solutions](https://www.defipulse.com/blog/rollups-validiums-and-volitions-learn-about-the-hottest-ethereum-scaling-solutions)
 - [The Practical Guide to Ethereum Rollups](https://web.archive.org/web/20241108192208/https://research.2077.xyz/the-practical-guide-to-ethereum-rollups)