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Merge https://github.com/google/adk-python/pull/3299 Fixes https://github.com/google/adk-python/issues/3237 Co-authored-by: Xuan Yang <xygoogle@google.com> COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3299 from hcadioli:fix/cache-tools de02bd3e4533c3741edf05788a5e8b2d3d38bae4 PiperOrigin-RevId: 829499299