For the python API, the exponential backoff could be improved through adding a maximum. Motivated by the following conversation: https://chat.zulip.org/#narrow/stream/92-learning/topic/exponential.20backoff.20--.20with.20jitter/near/818761 Following from the discussion, connected improvements could include adjusting the random selection range, if this is an improvement.