host_key_checking has nothing to do with parallel runs so I'm not sure what 
you mean by that. By default Ansible will run on hosts in parallel up to 
the forks configured [1]. If you want to run multiple tasks at the same 
time the only real option is to use async with poll: 0 [2] so it runs in 
the background and Ansible continues onto the next task. This does have 
limitations and it makes it difficult to track the status or even the 
success of each task you run in async.

[1] - 
https://docs.ansible.com/ansible/latest/user_guide/playbooks_strategies.html#setting-the-number-of-forks
[2] - 
https://docs.ansible.com/ansible/latest/user_guide/playbooks_async.html#concurrent-tasks-poll-0

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