diff --git a/docs/gno-infrastructure/validators/overview.md b/docs/gno-infrastructure/validators/overview.md
index 7128a8c6b75..918bd218f50 100644
--- a/docs/gno-infrastructure/validators/overview.md
+++ b/docs/gno-infrastructure/validators/overview.md
@@ -7,11 +7,11 @@ id: validators-overview
 ## Introduction
 
 Gno.land is a blockchain powered by the Gno tech stack, which consists of
-the [Gno Language](https://docs.gno.land/concepts/gno-language/) (
-Gno), [Tendermint2](https://docs.gno.land/concepts/tendermint2/) (TM2),
+the [Gno Language](https://docs.gno.land/concepts/gno-language/) (Gno),
+[Tendermint2](https://docs.gno.land/concepts/tendermint2/) (TM2),
 and [GnoVM](https://docs.gno.land/concepts/gnovm/). Unlike
 existing [Proof of Stake](https://docs.cosmos.network/v0.46/modules/staking/) (PoS) blockchains in the Cosmos ecosystem,
-Gno.land runs on [Proof of Contribution](https://docs.gno.land/concepts/proof-of-contribution/) (PoC), a novel
+gno.land runs on [Proof of Contribution](https://docs.gno.land/concepts/proof-of-contribution/) (PoC), a novel
 reputation-based consensus mechanism that values expertise and alignment with the project. In PoC, validators are
 selected via governance based on their contribution to the project and technical proficiency. The voting power of the
 network is equally distributed across all validators to achieve a high nakamoto coefficient. A portion of all
@@ -79,7 +79,7 @@ Join the official gno.land community in various channels to receive the latest u
 communicate with other validators and contributors.
 
 - [Gno.land Blog](https://gno.land/r/gnoland/blog)
-- [Gno.land Discord](https://discord.gg/w2MpVEunxr)
+- [Gno.land Discord](https://discord.gg/YFtMjWwUN7)
 - [Gno.land Twitter](https://x.com/_gnoland)
 
 :::info
@@ -91,7 +91,7 @@ improve and complete the implementation are welcome.
 **Links to related efforts:**
 
 - Validator set injection through a Realm [[gnolang/gno #1823]](https://github.com/gnolang/gno/issues/1823)
-- Add Validator Set Realm / Package [[gnolang/gno #1824](https://github.com/gnolang/gno/issues/1824)
+- Add Validator Set Realm / Package [[gnolang/gno #1824]](https://github.com/gnolang/gno/issues/1824)
 - Add `/r/sys/vals` [[gnolang/gno #2130]](https://github.com/gnolang/gno/pull/2130)
 - Add valset injection through `r/sys/vals` [[gnolang/gno #2229]](https://github.com/gnolang/gno/pull/2229)