Hello Srukonja,
This is due to the default configurations of the debug probe that Keil has. To correct this behavior go to the options of your project. Once you are there you need to select Debug and then settings of your debug probe.

In the settings of your debug probe go to the Flash Download option and then activate the option Reset and Run. Once you activate this, you won't need to manually reset the board.

Have a great day,
Victor
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