Appreciate the discussion here. The motivation behind it is not just
curiosity - it is very hard to build a long running "pipeline" without
handling correctly all error cases.

For me failed tasks retry in 20 sec. Seen up to 3 retry with flat 20
sec backoff each time. I would have preferred this to be a option of
the taskqueue. My app is a user facing game so 20sec delay is annoying.

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