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/harnessStrands harness is a state-of-the-art, fully assembled agent harness./harness-sdkThe Strands Harness SDK for building an agent harness from the ground up./shellA virtual shell designed for AI agents to use safely./evalsValidate your agent before you ship./labsExperimental projects pushing the boundaries of what agents can do.
CoursesGuided lessons from your first agent to multi-agent systems.ExamplesRunnable samples you can drop into your own project.
Integrations
Contribute
Blog

/harnessStrands harness is a state-of-the-art, fully assembled agent harness.

Get started
Configure the agent
Built-in tools
Take Strands harness to production
Reference
- Configuration reference
- Versioning & Support

/harness-sdkThe Strands Harness SDK for building an agent harness from the ground up.

Get started
Migrate
- Choosing an agent foundation
- Migrate from OpenAI
Build guides
Run guides
- Deploy to production
  - Operating Agents in Production
  - Amazon Bedrock AgentCore
    Overview
    Python
    TypeScript
  - AWS Lambda
  - AWS Fargate
  - AWS App Runner
  - Amazon EKS
  - Amazon EC2
  - Docker
    Overview
    Python
    TypeScript
  - Kubernetes
  - Terraform
  - Nx Plugin for AWS
- Observe your agent
- Secure for production
Components
- Agent loop
- Production lifecycle controls
- State
- Storage
- Snapshots
- Prompts
- Hooks
- Hook events
- Conversation management
- Context management
- Retry strategies
- Interrupts
  - Overview
  - Interrupts in Multi-Agent Systems
- Models
- Tools
- Memory
  - Test Store
  - Bedrock Knowledge Base
- Plugins
- Interventions
- Sandbox
- Multi-agent
- Streaming
- Voice
- Experimental
  - AgentConfig
Reference
- API reference
- API reference

/shellA virtual shell designed for AI agents to use safely.

Get started
Guides
Components
Security
- Security model
Reference
- Reference

/evalsValidate your agent before you ship.

Get started
Build guides
- Generate test cases
- Plan topic coverage
Run guides
Components
- Evaluators
- Detectors
- Simulators
- Red teaming
- Chaos testing
CLI

/labsExperimental projects pushing the boundaries of what agents can do.

CoursesGuided lessons from your first agent to multi-agent systems.ExamplesRunnable samples you can drop into your own project.

Integrations Contribute Blog

Get started
Migrate
- Choosing an agent foundation
- Migrate from OpenAI
Build guides
Run guides
- Deploy to production
  - Operating Agents in Production
  - Amazon Bedrock AgentCore
    Overview
    Python
    TypeScript
  - AWS Lambda
  - AWS Fargate
  - AWS App Runner
  - Amazon EKS
  - Amazon EC2
  - Docker
    Overview
    Python
    TypeScript
  - Kubernetes
  - Terraform
  - Nx Plugin for AWS
- Observe your agent
- Secure for production
Components
- Agent loop
- Production lifecycle controls
- State
- Storage
- Snapshots
- Prompts
- Hooks
- Hook events
- Conversation management
- Context management
- Retry strategies
- Interrupts
  - Overview
  - Interrupts in Multi-Agent Systems
- Models
- Tools
- Memory
  - Test Store
  - Bedrock Knowledge Base
- Plugins
- Interventions
- Sandbox
- Multi-agent
- Streaming
- Voice
- Experimental
  - AgentConfigExperimental
Reference
- API reference
- API reference

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Overview

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Overview

Session Management

Language Support

This feature is only supported in python.

In development

Snapshot session manager support for BidiAgent is in the works. Track progress in #3968.

For snapshot session management with Agent, see here.

Tags

bidi-streaming12 pages

Barge-in
BidiAgent
Build a realtime voice agent
Events
Google Gemini Live
I/O Streams
Interrupts
OpenAI Realtime
Bidirectional Streaming Observability
Bidirectional Streaming Hooks
Build a voice agent
Bedrock Nova Sonic

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