When I click into my Engineering Kanban project in Board mode, it always seems to forget that I want “Filter > Just my tasks” to stay enabled permanently (until I manually disable it).
At the top right of the window, click the “. . .” menu and choose Save layout as default to have that filter remembered so this no longer happens. However, this is a setting that applies to anyone looking at the project, not just you, so be aware.