diff --git a/docs/developer/release/3-update-version-in-code.md b/docs/developer/release/3-update-version-in-code.md
index ad4d79165abe..7d0d2296e474 100644
--- a/docs/developer/release/3-update-version-in-code.md
+++ b/docs/developer/release/3-update-version-in-code.md
@@ -36,7 +36,7 @@ The project must be updated to reference the upcoming release tag whenever a new
 
 3. Create a PR to merge to main (must be merged before continuing).
 
-    - Release Candidate example PR [here](https://github.com/grafana/agent/pull/3065)
+    - Release Candidate example PR [here](https://github.com/grafana/agent/pull/6987)
     - Stable Release example PR [here](https://github.com/grafana/agent/pull/3119)
     - Patch Release example PR [here](https://github.com/grafana/agent/pull/3191)
 
@@ -52,7 +52,7 @@ The project must be updated to reference the upcoming release tag whenever a new
 
 6. Create a PR to merge to `release-VERSION_PREFIX` (must be merged before continuing).
 
-    - Release Candidate example PR [here](https://github.com/grafana/agent/pull/3066)
+    - Release Candidate example PR [here](https://github.com/grafana/agent/pull/6988)
     - Stable Release example PR [here](https://github.com/grafana/agent/pull/3123)
     - Patch Release example PR [here](https://github.com/grafana/agent/pull/3193)
         - The `CHANGELOG.md` was updated in cherry-pick commits prior for this example. Make sure it is all set on this PR.