diff --git a/.woodpecker.yml b/.woodpecker.yml
index 5c7ab0f..977a39c 100644
--- a/.woodpecker.yml
+++ b/.woodpecker.yml
@@ -1,10 +1,8 @@
 # Woodpecker CI pipeline for Stonks Oracle
-# Translates .github/workflows/build.yml into Woodpecker native format
 # Images push to registry.celestium.life/stonks-oracle/<service>:<sha> and :latest
 #
-# Scheduling: Pipeline pods are spread across cluster nodes via agent-level
-# podAntiAffinity (WOODPECKER_BACKEND_K8S_POD_AFFINITY). Resource requests
-# below help the scheduler make balanced placement decisions.
+# Storage: longhorn-rwx (RWX) for cross-node step scheduling
+# Scheduling: podAntiAffinity spreads pipeline pods across cluster nodes
 
 steps:
   lint-python: