diff --git a/docs/learn/encyclopedia/sdex/README.mdx b/docs/learn/encyclopedia/sdex/README.mdx
index fd15ebfe5..e7fe52e39 100644
--- a/docs/learn/encyclopedia/sdex/README.mdx
+++ b/docs/learn/encyclopedia/sdex/README.mdx
@@ -1,10 +1,12 @@
 ---
-title: Trading Liquidity
+title: Payment Liquidity
 sidebar_position: 90
 ---
 
 import DocCardList from "@theme/DocCardList";
 
+{_/ Opt. do as "Conversion" liquidirty _/}
+
 Native network markets, liquidity, and conversions for all assets.
 
 <DocCardList />
diff --git a/docs/learn/encyclopedia/sdex/liquidity-on-stellar-sdex-liquidity-pools.mdx b/docs/learn/encyclopedia/sdex/liquidity-on-stellar-sdex-liquidity-pools.mdx
index 584bf28af..244996c63 100644
--- a/docs/learn/encyclopedia/sdex/liquidity-on-stellar-sdex-liquidity-pools.mdx
+++ b/docs/learn/encyclopedia/sdex/liquidity-on-stellar-sdex-liquidity-pools.mdx
@@ -90,6 +90,7 @@ import org.stellar.sdk.*;
 import org.stellar.sdk.responses.AccountResponse;
 import org.stellar.sdk.responses.SubmitTransactionResponse;
 
+
 public class Liquidity {
   static final Server server = new Server("https://horizon-testnet.stellar.org");
 
@@ -111,20 +112,6 @@ public class Liquidity {
 ```
 
 ```go
-package main
-
-import (
-  "fmt"
-  "github.com/stellar/go/build"
-  "github.com/stellar/go/clients/horizonclient"
-  "github.com/stellar/go/keypair"
-  "github.com/stellar/go/network"
-  "github.com/stellar/go/protocols/horizon"
-  "github.com/stellar/go/txnbuild"
-)
-
-var server = horizonclient.DefaultTestNetClient
-
 func main() {
   // Account setup
   privateKey := "SAXBT6KO6NJ6SJXHBO6EBC7I5ZB7DZFYNPQOLXZJOKQ2LSGY5FU7ZJZB"
@@ -159,6 +146,7 @@ func newTxBuilder(pubKey string) (*txnbuild.Transaction, error) {
 <CodeExample>
 
 ```python
+# rpl with the txBuilderHerlperEnv
 transaction = TransactionBuilder(
   source_account = account,
   network_passphrase = Network.TESTNET_NETWORK_PASSPHRASE,
@@ -170,8 +158,8 @@ transaction = TransactionBuilder(
   price = "20.0" # 20 Pesos per Dollar
 ).set_timeout(360).build()
 
-keypair = Keypair.from_secret(privateKey) transaction.sign(keypair)
-
+keypair = Keypair.from_secret(privateKey)
+transaction.sign(keypair)
 response = server.submit_transaction(transaction)
 
 print(f"Transaction successful: {response['successful']}")
@@ -214,6 +202,8 @@ print(f"Offer ID: {response['result_xdr']}")
 
 ```java
 
+
+main{{
   AccountResponse account = server.accounts().account(publicKey);
 
   Transaction transaction = new TransactionBuilder(account, Network.TESTNET)
@@ -238,6 +228,8 @@ print(f"Offer ID: {response['result_xdr']}")
 ```
 
 ```go
+
+main {{?
   request := horizonclient.AccountRequest{AccountID: publicKey}
   account, err := server.AccountDetail(request)
   check(err)
@@ -1142,7 +1134,7 @@ public static SubmitTransactionResponse addLiquidity(
   KeyPair source,
   String poolId,
   String maxReserveA,
-  String maxReserveB
+  String maxReserveB,
 ) throws Exception {
   double exactPrice = Double.parseDouble(maxReserveA) / Double.parseDouble(maxReserveB);
   double minPrice = exactPrice - exactPrice * 0.1;
@@ -1546,12 +1538,12 @@ public static void main(String[] args) throws Exception {
       balance ->
         "liquidity_pool_shares".equals(balance.getAssetType()) &&
         poolId.equals(balance.getLiquidityPoolId())
-    )å
+    )
     .mapToDouble(balance -> Double.parseDouble(balance.getBalance()))
     .findFirst();
   if (!balance.isPresent()) {
     throw new Exception("No liquidity pool shares found for kp1");
-
+  }
   removeLiquidity(kp1, poolId, balance);
   getSpotPrice();
 }