diff --git a/scripts/slowest_tests/update-slowest-times-issue.sh b/scripts/slowest_tests/update-slowest-times-issue.sh
index b1c0c15789..a87ce19ec3 100644
--- a/scripts/slowest_tests/update-slowest-times-issue.sh
+++ b/scripts/slowest_tests/update-slowest-times-issue.sh
@@ -7,8 +7,19 @@ repo=pytensor
 issue_number=1124
 title="Speed up test times :rocket:"
 workflow=Tests
-latest_id=$(gh run list --workflow $workflow --status success --limit 1 --json databaseId --jq '.[0].databaseId')
-jobs=$(gh api /repos/$owner/$repo/actions/runs/$latest_id/jobs --jq '.jobs | map({name: .name, run_id: .run_id, id: .id, started_at: .started_at, completed_at: .completed_at})')
+latest_id=$(gh run list --branch main --limit 1 --workflow $workflow --status success --json databaseId,startedAt,updatedAt --jq '
+. | map({
+  databaseId: .databaseId,
+  startedAt: .startedAt,
+  updatedAt: .updatedAt,
+  minutes:  (((.updatedAt | fromdate) - (.startedAt | fromdate)) / 60)
+} | select(.minutes > 10)) 
+| .[0].databaseId
+')
+jobs=$(gh api /repos/$owner/$repo/actions/runs/$latest_id/jobs --jq '
+.jobs 
+| map({name: .name, run_id: .run_id, id: .id, started_at: .started_at, completed_at: .completed_at})
+')
 
 # Skip 3.10, float32, and Benchmark tests
 function skip_job() {
@@ -31,7 +42,7 @@ function skip_job() {
 # Remove common prefix from the name
 function remove_prefix() {
     name=$1
-    echo $name | sed -e 's/^ubuntu-latest test py3.12 : fast-compile 0 : float32 0 : //'
+    echo $name | sed -e 's/^ubuntu-latest test py3.13 numpy>=2.0 : fast-compile 0 : float32 0 : //'
 }
 
 function human_readable_time() {
@@ -64,7 +75,11 @@ echo "$jobs" | jq -c '.[]' | while read -r job; do
     fi
 
     echo "Processing job: $name (ID: $id, Run ID: $run_id)"
-    times=$(gh run view --job $id --log | python extract-slow-tests.py)
+
+    # Seeing a bit more stabilty with the API rather than the CLI
+    # https://docs.github.com/en/rest/actions/workflow-jobs?apiVersion=2022-11-28#download-job-logs-for-a-workflow-run
+    times=$(gh api /repos/$owner/$repo/actions/jobs/$id/logs | python extract-slow-tests.py)
+    # times=$(gh run view --job $id --log | python extract-slow-tests.py)
 
     if [ -z "$times" ]; then
         # Some of the jobs are non-test jobs, so we skip them
@@ -89,6 +104,11 @@ echo "$jobs" | jq -c '.[]' | while read -r job; do
     fi
 done
 
+if [ -z "$all_times" ]; then
+    echo "No slow tests found, exiting"
+    exit 1
+fi
+
 run_date=$(date +"%Y-%m-%d")
 body=$(cat << EOF
 If you are motivated to help speed up some tests, we would appreciate it!
@@ -100,7 +120,8 @@ $all_times
 You can find more information on how to contribute [here](https://pytensor.readthedocs.io/en/latest/dev_start_guide.html)
 
 Automatically generated by [GitHub Action](https://github.com/pymc-devs/pytensor/blob/main/.github/workflows/slow-tests-issue.yml)
-Latest run date: $run_date
+Latest run date: $run_date 
+Run logs: [$latest_id](https://github.com/pymc-devs/pytensor/actions/runs/$latest_id)
 EOF
 )