feat: use `toolbox-adk` and align validation to allow default loading#3978

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anubhav756 wants to merge 8 commits intogoogle:mainfrom

anubhav756:feat/toolbox-alignment

Commits on Jan 2, 2026

feat: Modify the ADK ToolboxToolset
anubhav756
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refactor(tools): address PR feedback for ToolboxToolset
anubhav756
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style: fix pyink formatting and missing future import
anubhav756
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refactor(tools): improve type hinting for credentials
anubhav756
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feat: use toolbox-adk and align validation to allow default loading
anubhav756
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style: reformat docstring for ToolboxToolset constructor
anubhav756
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docs: Add initialization description to ToolboxToolset constructor docstring.
anubhav756
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refactor: Rename `RealToolboxToolset` alias to `NativeToolboxToolset` for clarity.
anubhav756
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