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Final part of https://github.com/google/adk-python/discussions/3605. This change introduces: - A new `adk migrate session` CLI command to run database schema upgrades. - A migration script to upgrade from the old Pickle-based session schema (v0) to the new JSON-based schema (v1). - A migration runner that orchestrates the upgrade process, handling sequential migrations and using temporary SQLite databases for intermediate steps if needed. - Unit tests for the v0 to v1 migration. Co-authored-by: Liang Wu <wuliang@google.com> PiperOrigin-RevId: 852983323