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George WealeandCopybara-Service 99fc17b336 feat: add adk folder manager and per agent local storage helpers 
Creates AdkFolderManager for creating/resetting the .adk layout, helper builders that return SQLite- and filesystembacked services for each agent

Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 831206377
 2025-11-11 21:38:51 -08:00