diff --git a/loki/logcli-tutorial/intro.md b/loki/logcli-tutorial/intro.md
index 21da3f4..85baed7 100644
--- a/loki/logcli-tutorial/intro.md
+++ b/loki/logcli-tutorial/intro.md
@@ -1,6 +1,6 @@
 # LogCLI tutorial
 
-This [LogCLI](https://grafana.com/docs/loki/%3CVERSION%3E/query/logcli/) tutorial will walk you through the following concepts:
+This [LogCLI](https://grafana.com/docs/loki/latest/query/logcli/) tutorial will walk you through the following concepts:
 
 - Querying logs
 
diff --git a/loki/logcli-tutorial/preprocessed.md b/loki/logcli-tutorial/preprocessed.md
index 8e8cf56..e1f8001 100755
--- a/loki/logcli-tutorial/preprocessed.md
+++ b/loki/logcli-tutorial/preprocessed.md
@@ -18,7 +18,7 @@ killercoda:
 
 # LogCLI tutorial
 
-This [LogCLI](https://grafana.com/docs/loki/<VERSION>/query/logcli/) tutorial will walk you through the following concepts:
+This [LogCLI](https://grafana.com/docs/loki/<LOKI_VERSION>/query/logcli/) tutorial will walk you through the following concepts:
 
 * Querying logs
 * Meta Queries against your Loki instance
@@ -178,7 +178,14 @@ This will return a result similar to the following:
 
 ### Writing query results to a file
 
-Another useful feature of LogCLI is the ability to write the query results to a file. This can be useful for offloading the results of our inventory report.
+Another useful feature of LogCLI is the ability to write the query results to a file. This can be useful for offloading the results of our inventory report:
+
+First we need to create a directory to store the logs:
+```bash
+mkdir -p ./inventory
+```
+
+Next we can run the following query to write the logs to the `./inventory` directory:
 
 ```bash
   logcli query \
@@ -188,7 +195,6 @@ Another useful feature of LogCLI is the ability to write the query results to a
      --parallel-max-workers="4" \
      --part-path-prefix="./inventory/inv" \
      --since=24h \
-     --forwards \
      '{service_name="Delivery World"}'
 ```
 
diff --git a/loki/logcli-tutorial/setup.sh b/loki/logcli-tutorial/setup.sh
index d2c0bd2..d8aeef1 100644
--- a/loki/logcli-tutorial/setup.sh
+++ b/loki/logcli-tutorial/setup.sh
@@ -10,5 +10,4 @@ readonly ARCH VERSION_CODENAME
 printf 'deb [arch=%s signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu %s stable' "${ARCH}" "${VERSION_CODENAME}" | sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
 sudo apt-get update && sudo apt-get install -y docker-compose-plugin && \
 wget https://github.com/grafana/loki/releases/download/v3.3.0/logcli_3.3.0_amd64.deb && \
-sudo dpkg -i logcli_3.3.0_amd64.deb
-clear && echo "Setup complete. You may now begin the tutorial."
\ No newline at end of file
+sudo dpkg -i logcli_3.3.0_amd64.deb && clear && echo "Setup complete. You may now begin the tutorial."
\ No newline at end of file
diff --git a/loki/logcli-tutorial/step2.md b/loki/logcli-tutorial/step2.md
index 6673c23..237a1af 100644
--- a/loki/logcli-tutorial/step2.md
+++ b/loki/logcli-tutorial/step2.md
@@ -71,7 +71,15 @@ This will return a result similar to the following:
 
 ## Writing query results to a file
 
-Another useful feature of LogCLI is the ability to write the query results to a file. This can be useful for offloading the results of our inventory report.
+Another useful feature of LogCLI is the ability to write the query results to a file. This can be useful for offloading the results of our inventory report:
+
+First we need to create a directory to store the logs:
+
+```bash
+mkdir -p ./inventory
+```{{exec}}
+
+Next we can run the following query to write the logs to the `./inventory`{{copy}} directory:
 
 ```bash
   logcli query \
@@ -81,7 +89,6 @@ Another useful feature of LogCLI is the ability to write the query results to a
      --parallel-max-workers="4" \
      --part-path-prefix="./inventory/inv" \
      --since=24h \
-     --forwards \
      '{service_name="Delivery World"}'
 ```{{exec}}