Queues can have multiple workers, and that implies multiple instances of a task can run concurrently.

@<1533619716533260288:profile|SmallPigeon24> as long as these are the Exact same instances you can have them runing simultaneously (think multi node training), that said each one should "know" not to report over the others, because of course it will overwrite the reports.

Back to your point on multiple agents:
You cannot have two Tasks in the same queue, that means that a single agent pulls a task that agent needs to "spin it" multiple times on the "remote boards"

Another option is creating multiple Tasks (i.e. cloning), then use the user-properties, or hyper parameters, to tell the Code where to report to (of course this implies manually calling the Logger class, because the auto logging is going directly to the main task)
To me this seems the most logical, as it allows to debug the individual executions as well as have a combined view of the metrics.

Lastly you can always use the comparison feature to have all the individual metrics on the same graph

wdyt ?