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1. Commits on Nov 3, 2025

   • chore: Fix spelling

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     jsoref

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   • fix: Support models slash prefix in model name extraction

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     google-genai-bot

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   • fix: Undo adding MCP tools output schema to FunctionDeclaration

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     xuanyang15

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2. Commits on Oct 31, 2025

   • fix: fix typo in local_eval_service.py

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     FingerLiu

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     copybara-github

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   • fix: Fix credential manager so that it supports the ServiceAccountCredentialExchanger

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     wukath

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     copybara-github

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   • feat: add run_debug() helper method for quick agent experimentation

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     2 peopleauthored and

     copybara-github

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   • refactor(bigquery): Remove dataset_id from logging schema

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     google-genai-bot

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     copybara-github

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   • feat: Allow injecting a custom Runner into `agent_to_a2a`

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     dongyuj1

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   • feat: Expose the Python code run by the code interpreter in the logs

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     lizzij

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3. Commits on Oct 30, 2025

   • feat: Remove custom polling logic for Vertex AI Session Service since LRO polling is supported in express mode

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     google-genai-bot

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     copybara-github

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   • fix: include delimiter when matching events from parent nodes in content processor

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     kevinkassimo

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   • feat: Enhance error messages for tool and agent not found errors

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     2 peopleauthored and

     copybara-github

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   • fix: Correct message part ordering in A2A history

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     speedstorm1

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     copybara-github

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   • fix: Change instruction insertion to respect tool call/response pairs

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     GWeale

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     copybara-github

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   • chore: remove legacy validation that forbids co-exist of agent transfer and output_schema. Closes #3318

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     igru-eng

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     copybara-github

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   • fix: Allow LLM request to override the model used in the generate content async method in LiteLLM

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     2 peopleauthored and

     copybara-github

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   • fix: Update DynamicPickleType to support MySQL dialect

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     hung12ct

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   • fix: Enable usage metadata in LiteLLM streaming

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     lizzij

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     copybara-github

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   • fix: Propagate LiteLLM finish_reason to LlmResponse for use in callbacks

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     lizzij

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     copybara-github

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4. Commits on Oct 29, 2025

   • feat: Add get_job_info tool to BigQuery toolset

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     dongyuj1

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   • fix: Session input file are required for creating an eval case

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     ankursharmas

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     copybara-github

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   • feat: Add api key argument to Vertex Session and Memory services for Express Mode support

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     google-genai-bot

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     copybara-github

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   • fix: Propagate MCP tools output schema to FunctionDeclaration

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     vishwa180

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   • fix: do not consider events with state delta and no content as final response

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     google-genai-bot

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     copybara-github

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   • fix: do not consider events with state delta and no content as final response

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     kevinkassimo

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   • fix: #3036 parameter filtering for CrewAI functions with **kwargs

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     omarcevi

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   • test: Add a test case for resuming any invocation

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     XinranTang

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     copybara-github

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5. Commits on Oct 28, 2025

   • chore: Do not treat `FinishReason.STOP` as error case for LLM responses containing candidates with empty contents

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     speedstorm1

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     copybara-github

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   • refactor: Adds a util method to check the enablement of any env variable

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     Jacksunwei

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   • feat: Add Bigquery detect_anomalies tool

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     google-genai-bot

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     copybara-github

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   • fix: Add a fallback user message to LiteLLM requests if the last user message is empty

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     GWeale

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     copybara-github

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   • feat: Added support for enums as arguments for function tools (#3088)

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     3 peopleauthored
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   • chore: Marked expected_invocation as optional field on evaluator interface

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     ankursharmas

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     copybara-github

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   • fix: Yield the long running tool response before pausing execution

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     DeanChensj

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6. Commits on Oct 27, 2025

   • feat: Add ApigeeLlm as a model that let's ADK Agent developers to connect with an Apigee proxy

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     google-genai-bot

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     copybara-github

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