diff --git a/doc/src/architecture/overview.md b/doc/src/architecture/overview.md
index acab87c32..9f5fef9f7 100644
--- a/doc/src/architecture/overview.md
+++ b/doc/src/architecture/overview.md
@@ -10,8 +10,8 @@ The DarkFi blockchain uses a Proof-of-Stake consensus system. The blockchain is
 
 **Wallets:** A wallet is a portal to the DarkFi network. It provides the user with the ability to send and receive anonymous _darkened_ tokens. Each wallet is a full node and stores a copy of the blockchain. All contract execution is done locally on the DarkFi wallet.
 
-**P2P Network:** The DarkFi ecosystem runs as a network of P2P nodes, where these nodes interact with each other over specific protocols (see [node overview](dna.md)). Nodes communicate on a peer-to-peer network, which is also home to tools such as our P2P chat [irc](../misc/ircd.md) and P2P task manager [tau](../misc/tau.md).
+**P2P Network:** The DarkFi ecosystem runs as a network of P2P nodes, where these nodes interact with each other over specific protocols (see [node overview](dna.md)). Nodes communicate on a peer-to-peer network, which is also home to tools such as our P2P [irc](../misc/ircd.md) and P2P task manager [tau](../misc/tau.md).
 
 **zkas:** zkas is the compiler used to compile zk smart contracts in its respective assembly-like language. The "assembly" part was chosen as it's the bare primitives needed for zk proofs, so later on the language can be expanded with higher-level syntax. Its underlying zero-knowledge proof system is Halo2.
 
-**ZK contracts:** Anonymous applications on DarkFi run on proofs that enforce an order of operations. We call these zero-knowledge contracts. Anonymous transactions on DarkFi is possible due to the interplay of two contracts, mint and burn (see the [sapling payment scheme](../zkas/examples/sapling.md). Using the same method, we can define advanced applications.
+**ZK contracts:** Anonymous applications on DarkFi run on proofs that enforce an order of operations. We call these zero-knowledge contracts. Anonymous transactions on DarkFi is possible due to the interplay of two contracts, mint and burn (see the [sapling payment scheme](../zkas/examples/sapling.md)). Using the same method, we can define advanced applications.