diff --git a/surfsense_backend/app/automations/persistence/__init__.py b/surfsense_backend/app/automations/persistence/__init__.py
index 4c1ea3423..b10aef03d 100644
--- a/surfsense_backend/app/automations/persistence/__init__.py
+++ b/surfsense_backend/app/automations/persistence/__init__.py
@@ -1,4 +1,4 @@
-"""SQLAlchemy models and enums for the automation tables."""
+"""Models and enums for the automation tables."""
 
 from __future__ import annotations
 
diff --git a/surfsense_backend/app/automations/persistence/models/__init__.py b/surfsense_backend/app/automations/persistence/models/__init__.py
index 4bc023ea3..8b985f025 100644
--- a/surfsense_backend/app/automations/persistence/models/__init__.py
+++ b/surfsense_backend/app/automations/persistence/models/__init__.py
@@ -1,4 +1,4 @@
-"""SQLAlchemy models, one per table."""
+"""Models, one per table."""
 
 from __future__ import annotations
 
diff --git a/surfsense_backend/app/automations/persistence/models/run.py b/surfsense_backend/app/automations/persistence/models/run.py
index 45da6a39d..118085b1d 100644
--- a/surfsense_backend/app/automations/persistence/models/run.py
+++ b/surfsense_backend/app/automations/persistence/models/run.py
@@ -47,7 +47,7 @@ class AutomationRun(BaseModel, TimestampMixin):
     trigger_payload = Column(JSONB, nullable=True)
     resolved_inputs = Column(JSONB, nullable=False, server_default="{}")
     # one entry per executed step; agent_task entries carry their own
-    # `agent_session_id` (LangGraph thread reference) inside this JSONB
+    # `agent_session_id` inside their entry
     step_results = Column(JSONB, nullable=False, server_default="[]")
     output = Column(JSONB, nullable=True)
     artifacts = Column(JSONB, nullable=False, server_default="[]")
diff --git a/surfsense_backend/app/automations/persistence/models/trigger.py b/surfsense_backend/app/automations/persistence/models/trigger.py
index 8dab48a6b..55affeabc 100644
--- a/surfsense_backend/app/automations/persistence/models/trigger.py
+++ b/surfsense_backend/app/automations/persistence/models/trigger.py
@@ -33,7 +33,7 @@ class AutomationTrigger(BaseModel, TimestampMixin):
         index=True,
     )
 
-    config = Column(JSONB, nullable=False)
+    params = Column(JSONB, nullable=False)
 
     enabled = Column(
         Boolean,