Gemini Enterprise Agent Platform offers the following to help you seamlessly scale your agents in production. Bringing AI agents into production requires a high-performance runtime and a systematic approach to continuous improvement. As organizations build complex, dynamic applications, Agent Platform provides a fully managed environment for developers to handle testing, release management, and reliability at a global scale. This allows teams to focus entirely on application creation by providing essential services across four critical areas: - **Serverless efficiency:** Utilizing a fully managed Agent Runtime to deploy and scale agents efficiently without the need to manage underlying infrastructure, ensuring reliable performance with built-in observability. - **Context management:** Utilizing Agent Platform Sessions and an Agent Platform Memory Bank to maintain the state of continuous conversations and retrieve persistent, long-term memories, enabling highly personalized and natural user interactions. - **Continuous quality improvement:** Leveraging the Example Store and Evaluation Service to test, monitor, and trace agent behavior, creating a continuous feedback loop and data flywheel to iteratively refine agent performance over time. - **Secure sandbox execution:** Empowering agents to safely solve complex computational problems and automate workflows through dynamic Code Execution and Agent Platform Computer Use, allowing them to run scripts or mimic human-like interactions with graphical interfaces. ## Agent Runtime Deploy, operate, and scale agentic applications. ### Deploy and manage agents Guide ### [Deploy agents](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/deploy-an-agent.md.txt) Learn the five ways to deploy an agent on Agent Platform Runtime based on your development needs. Guide ### [Manage deployed agents](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/manage-deployed-agents.md.txt) Learn how to manage agents that have been deployed to the Agent Platform managed runtime. Guide ### [Manage agent access](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/manage-agent-access.md.txt) Learn how to manage access to your agents deployed on Agent Platform, such as agent identity, service accounts, API keys, and OAuth clients. ### Monitor agents Guide ### [Set up tracing](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/tracing.md.txt) Learn how to enable Cloud Trace on your agent and view traces to analyze query response times and executed operations. Guide ### [Set up logging](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/logging.md.txt) Learn how to set up Cloud Logging for your agents deployed on Agent Platform. Guide ### [Set up monitoring](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/monitoring.md.txt) Learn how to use built-in metrics, custom metrics, and alerts to monitor your agents in Agent Platform. ### Use agents Guide ### [Use an agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-an-agent.md.txt) Use an agent with Agent Platform Runtime. Guide ### [Use a custom agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-a-custom-agent.md.txt) Use a custom agent with Agent Platform Runtime. Guide ### [Use a LangChain agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-a-langchain-agent.md.txt) Use a LangChain agent with Agent Platform Runtime. Guide ### [Use a LangGraph agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-a-langgraph-agent.md.txt) Use a LangGraph agent with Agent Platform Runtime. Guide ### [Use a LlamaIndex Query Pipeline agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-a-llamaindex-agent.md.txt) Use a LlamaIndex Query Pipeline agent with Agent Platform Runtime. Guide ### [Use an Agent2Agent agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-an-a2a-agent.md.txt) Use an Agent2Agent agent with Agent Platform Runtime. Guide ### [Use an Agent Development Kit agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-an-adk-agent.md.txt) Use an Agent Development Kit (ADK) agent with Agent Platform Runtime. Guide ### [Use an AG2 agent](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/use-an-ag2-agent.md.txt) Use an AG2 agent with Agent Platform Runtime. ### Security and performance Guide ### [Use IAM agent identity](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/agent-identity.md.txt) Learn how to use Identity Access Management (IAM) agent identity to provide security and access management features with Agent Platform. Guide ### [Route Agent Runtime traffic through Agent Gateway](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/agent-gateway-runtime-deploy.md.txt) Learn how to route Agent Runtime traffic through Agent Gateway for secure and governed connectivity. Guide ### [Use bidirectional streaming](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/bidirectional-streaming.md.txt) Learn how to use bidirectional streaming to build real-time applications with Agent Platform. Guide ### [Optimize and scale Agent Platform Runtime performance](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/optimize-and-scale.md.txt) Learn best practices to optimize and scale Agent Platform Runtime performance using deployment parameters. Guide ### [Use a Private Service Connect interface with Agent Platform Runtime](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/runtime/private-service-connect-interface.md.txt) Learn to configure a Private Service Connect (PSC) interface to securely connect your agent to your VPC and manage internet access. ## Sessions Store individual interactions between users and agents. Overview ### [Sessions overview](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sessions.md.txt) Learn how to use sessions to maintain conversation state with your agents. Guide ### [Manage sessions with Agent Development Kit](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sessions/manage-with-adk.md.txt) Learn how to manage sessions with Agent Development Kit. Guide ### [Manage sessions using the console or API calls](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sessions/manage-with-api.md.txt) Learn how to manage sessions using the console or API calls. Guide ### [Control access to sessions with IAM Conditions](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sessions/iam-conditions.md.txt) Learn how to control access to sessions with IAM Conditions. ## Feedback service Overview ### [Feedback service overview](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/feedback-service.md.txt) Collect, manage, and trace user qualitative feedback alongside system events and telemetry. Guide ### [Manage feedback using Python SDK or REST API](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/feedback-service/manage-with-sdk-or-api.md.txt) Learn how to manage feedback entries and feedback context using the Python SDK or REST API. Guide ### [View feedback in the console](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/feedback-service/view-with-ui.md.txt) Learn how to view received end-user feedback next to trace events on the Traces tab of the . ## Agent Platform Memory Bank Store and retrieve information from sessions to personalize agent interactions ### Get started Overview ### [Memory Bank overview](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank.md.txt) Learn how to use Memory Bank to store long-term user preferences and facts. Quickstart ### [Memory Bank API quickstart](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/api-quickstart.md.txt) Get started with the Memory Bank API to manage long-term memories. Quickstart ### [Quickstart with Agent Development Kit](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/adk-quickstart.md.txt) Build an ADK agent that recalls user preferences. Guide ### [Set up Memory Bank](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/setup.md.txt) Learn how to set up Memory Bank. ### Manage memories Guide ### [Generate memories](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/generate-memories.md.txt) Learn how to generate memories in Memory Bank. Guide ### [Ingest events](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/ingest-events.md.txt) Learn how to ingest events into Memory Bank. Guide ### [Memory profiles](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/profiles.md.txt) Learn how to use memory profiles in Memory Bank. Guide ### [Fetch memories](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/fetch-memories.md.txt) Learn how to fetch generated and uploaded memories. Guide ### [Inspect memory revisions](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/revisions.md.txt) Learn how to inspect memory revisions. Guide ### [Control access to Memory Bank with IAM Conditions](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/iam-conditions.md.txt) Learn how to control access to Memory Bank with IAM Conditions. ## Code Execution Run code in a secure, isolated, and managed sandbox environment Overview ### [Code Execution overview](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sandbox/code-execution-overview.md.txt) Get an overview of Code Execution. Quickstart ### [Code Execution quickstart](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sandbox/code-execution-quickstart.md.txt) Get started with Code Execution. ## Enterprise security The following table shows which enterprise security features are supported for each Agent Platform service: | Security feature | Agent Runtime | Agent evaluation | Sessions | Memory Bank | Example Store | Code Execution | |---|---|---|---|---|---|---| | [VPC Service Controls](https://docs.cloud.google.com/gemini-enterprise-agent-platform/machine-learning/general/vpc-service-controls.md.txt) | Yes | Yes | Yes | Yes | No | Yes | | [Customer-managed encryption keys (CMEK)](https://docs.cloud.google.com/kms/docs/cmek.md.txt) | Yes | Yes | Yes | Yes | No | Yes | | [Data residency (DRZ)](https://docs.cloud.google.com/gemini-enterprise-agent-platform/resources/data-residency.md.txt) at rest | Yes | Yes | Yes | Yes | No | Yes | | [HIPAA](https://cloud.google.com/security/compliance/hipaa) | Yes | Yes | Yes | Yes | Yes | Yes | | [Access Transparency in Agent Platform](https://docs.cloud.google.com/gemini-enterprise-agent-platform/machine-learning/general/access-transparency.md.txt) | Yes | No | Yes | Yes | No | No | | Access Approval | Yes | No | Yes | Yes | No | No | > [!NOTE] > **Note:** For deployed agents on Agent Runtime, CMEK is supported only on single-region endpoints and isn't supported on multi-regional endpoints (`us` or `eu`). For standalone parent instances created without a deployed runtime to store [Sessions](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/sessions.md.txt#cmek) or [Memory Bank](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank.md.txt#cmek) data, CMEK is supported on both regional and multi-regional endpoints (`us` with a `us` key, or `eu` with a `europe` key), and isn't supported on the `global` endpoint. For details, see [Supported locations](https://docs.cloud.google.com/gemini-enterprise-agent-platform/resources/agent-locations.md.txt#multi-regional-and-global-endpoints). > [!NOTE] > **Note:** Agent Platform Memory Bank uses Generative AI models to generate memories. [Machine learning (ML) processing](https://docs.cloud.google.com/gemini-enterprise-agent-platform/resources/data-residency.md.txt) occurs within the specific region or multi-region of the [model endpoint used by > Agent Platform Memory Bank](https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale/memory-bank/setup#generation-config).