Proper way to add Subscription annotations

[csc-piscopo]

Looking for some guidance here on how to properly add annotations to a Subscription, any input would definitely be appreciated.

I am currently trying to add annotations like so to my subscription:

apiVersion: messaging.knative.dev/v1
kind: Subscription
metadata:
  name: seq-blah-sequence-0
  namespace: namespace-xyz
  annotations:
    autoscaling.eventing.knative.dev: "0"
    autoscaling.eventing.knative.dev/cooldown-period: "60"
    autoscaling.eventing.knative.dev/lag-threshold: "100"
    autoscaling.eventing.knative.dev/max-scale: "10"
    autoscaling.eventing.knative.dev/min-scale: "1"
    autoscaling.eventing.knative.dev/polling-interval: "60"

That works briefly until the eventing-controller comes along and stomps on those changes, removing all the custom annotations I have added.

Feels like I am missing something obvious with getting the KEDA autoscaling to work with the Subscription resource. Appreciate any insights!