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1. 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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   • chore: Allow google-cloud-storage >=3.0.0

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     speedstorm1

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   • chore: Avoid rendering empty columns as part of detailed results rendering of eval results

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     ankursharmas

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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: Add "final_session_state" to the EvalCase data model

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   • ci: Fixes the copybara-pr-handler.yml file location, it should be under workflow folder

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     Jacksunwei

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

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   • fix: Correct message part ordering in A2A history

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     speedstorm1

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   • chore: Revise README for clarity and consistency

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     Shubhamsaboo

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

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     GWeale

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   • feat: Add example for using ADK with Fast MCP sampling

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     lizzij

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   • ci: Add a github action to automatically close the PR imported and committed by Copybara

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     Jacksunwei

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   • docs: Add sample agent to test support of output_schema, tools and subagents at the same time for gemini model

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     igru-eng

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

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   • docs: Update agent builder assistant to query knowledge base through HTTP instead of a2a

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     xuanyang15

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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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   • feat: Add example demonstrating JSON passing between agents

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     lizzij

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

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     lizzij

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2. 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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   • feat: Remove `@experimental` from `App` class

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     hangfei

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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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   • chore: Ignore AI coding tool project-specific configs in .gitignore

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   • feat: Improve Tau-bench ADK colab stability

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     google-genai-bot

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   • feat: Add initial colab to run GEPA on Tau-bench with ADK

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   • feat: Add ADK-based agent factory for Tau-bench

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   • feat: Add util to run ADK LLM Agent with simulation environment

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   • ADK changes

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   • docs: Update AGENTS.md with latest development guidelines and make it general for all AI coding tools

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     Jacksunwei

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   • chore: Update agent triaging rules and owners

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     GWeale

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

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     kevinkassimo

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