strands.experimental.bidi.agent.agent
¶
Bidirectional Agent for real-time streaming conversations.
Provides real-time audio and text interaction through persistent streaming connections. Unlike traditional request-response patterns, this agent maintains long-running conversations where users can interrupt, provide additional input, and receive continuous responses including audio output.
Key capabilities:
- Persistent conversation connections with concurrent processing
- Real-time audio input/output streaming
- Automatic interruption detection and tool execution
- Event-driven communication with model providers
BidiAgent
¶
Agent for bidirectional streaming conversations.
Enables real-time audio and text interaction with AI models through persistent connections. Supports concurrent tool execution and interruption handling.
Source code in strands/experimental/bidi/agent/agent.py
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tool
property
¶
Call tool as a function.
Returns:
| Type | Description |
|---|---|
_ToolCaller
|
ToolCaller for method-style tool execution. |
Example
agent = BidiAgent(model=model, tools=[calculator])
agent.tool.calculator(expression="2+2")
tool_names
property
¶
Get a list of all registered tool names.
Returns:
| Type | Description |
|---|---|
list[str]
|
Names of all tools available to this agent. |
__aenter__(invocation_state=None)
async
¶
Async context manager entry point.
Automatically starts the bidirectional connection when entering the context.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
invocation_state
|
dict[str, Any] | None
|
Optional context to pass to tools during execution. This allows passing custom data (user_id, session_id, database connections, etc.) that tools can access via their invocation_state parameter. |
None
|
Returns:
| Type | Description |
|---|---|
BidiAgent
|
Self for use in the context. |
Source code in strands/experimental/bidi/agent/agent.py
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__aexit__(*_)
async
¶
Async context manager exit point.
Automatically ends the connection and cleans up resources including when exiting the context, regardless of whether an exception occurred.
Source code in strands/experimental/bidi/agent/agent.py
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__init__(model=None, tools=None, system_prompt=None, messages=None, record_direct_tool_call=True, load_tools_from_directory=False, agent_id=None, name=None, description=None, hooks=None, state=None, session_manager=None, tool_executor=None, **kwargs)
¶
Initialize bidirectional agent.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
model
|
BidiModel | str | None
|
BidiModel instance, string model_id, or None for default detection. |
None
|
tools
|
list[str | AgentTool | ToolProvider] | None
|
Optional list of tools with flexible format support. |
None
|
system_prompt
|
str | None
|
Optional system prompt for conversations. |
None
|
messages
|
Messages | None
|
Optional conversation history to initialize with. |
None
|
record_direct_tool_call
|
bool
|
Whether to record direct tool calls in message history. |
True
|
load_tools_from_directory
|
bool
|
Whether to load and automatically reload tools in the |
False
|
agent_id
|
str | None
|
Optional ID for the agent, useful for connection management and multi-agent scenarios. |
None
|
name
|
str | None
|
Name of the Agent. |
None
|
description
|
str | None
|
Description of what the Agent does. |
None
|
hooks
|
list[HookProvider] | None
|
Optional list of hook providers to register for lifecycle events. |
None
|
state
|
AgentState | dict | None
|
Stateful information for the agent. Can be either an AgentState object, or a json serializable dict. |
None
|
session_manager
|
SessionManager | None
|
Manager for handling agent sessions including conversation history and state. If provided, enables session-based persistence and state management. |
None
|
tool_executor
|
ToolExecutor | None
|
Definition of tool execution strategy (e.g., sequential, concurrent, etc.). |
None
|
**kwargs
|
Any
|
Additional configuration for future extensibility. |
{}
|
Raises:
| Type | Description |
|---|---|
ValueError
|
If model configuration is invalid or state is invalid type. |
TypeError
|
If model type is unsupported. |
Source code in strands/experimental/bidi/agent/agent.py
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receive()
async
¶
Receive events from the model including audio, text, and tool calls.
Yields:
| Type | Description |
|---|---|
AsyncGenerator[BidiOutputEvent, None]
|
Model output events processed by background tasks including audio output, |
AsyncGenerator[BidiOutputEvent, None]
|
text responses, tool calls, and connection updates. |
Raises:
| Type | Description |
|---|---|
RuntimeError
|
If start has not been called. |
Source code in strands/experimental/bidi/agent/agent.py
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run(inputs, outputs, invocation_state=None)
async
¶
Run the agent using provided IO channels for bidirectional communication.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
inputs
|
list[BidiInput]
|
Input callables to read data from a source |
required |
outputs
|
list[BidiOutput]
|
Output callables to receive events from the agent |
required |
invocation_state
|
dict[str, Any] | None
|
Optional context to pass to tools during execution. This allows passing custom data (user_id, session_id, database connections, etc.) that tools can access via their invocation_state parameter. |
None
|
Example
# Using model defaults:
model = BidiNovaSonicModel()
audio_io = BidiAudioIO()
text_io = BidiTextIO()
agent = BidiAgent(model=model, tools=[calculator])
await agent.run(
inputs=[audio_io.input()],
outputs=[audio_io.output(), text_io.output()],
invocation_state={"user_id": "user_123"}
)
# Using custom audio config:
model = BidiNovaSonicModel(
provider_config={"audio": {"input_rate": 48000, "output_rate": 24000}}
)
audio_io = BidiAudioIO()
agent = BidiAgent(model=model, tools=[calculator])
await agent.run(
inputs=[audio_io.input()],
outputs=[audio_io.output()],
)
Source code in strands/experimental/bidi/agent/agent.py
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send(input_data)
async
¶
Send input to the model (text, audio, image, or event dict).
Unified method for sending text, audio, and image input to the model during an active conversation session. Accepts TypedEvent instances or plain dicts (e.g., from WebSocket clients) which are automatically reconstructed.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
input_data
|
BidiAgentInput | dict[str, Any]
|
Can be:
|
required |
Raises:
| Type | Description |
|---|---|
RuntimeError
|
If start has not been called. |
ValueError
|
If invalid input type. |
Example
await agent.send("Hello") await agent.send(BidiAudioInputEvent(audio="base64...", format="pcm", ...)) await agent.send({"type": "bidirectional_text_input", "text": "Hello", "role": "user"})
Source code in strands/experimental/bidi/agent/agent.py
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start(invocation_state=None)
async
¶
Start a persistent bidirectional conversation connection.
Initializes the streaming connection and starts background tasks for processing model events, tool execution, and connection management.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
invocation_state
|
dict[str, Any] | None
|
Optional context to pass to tools during execution. This allows passing custom data (user_id, session_id, database connections, etc.) that tools can access via their invocation_state parameter. |
None
|
Raises:
| Type | Description |
|---|---|
RuntimeError
|
If agent already started. |
Example
await agent.start(invocation_state={
"user_id": "user_123",
"session_id": "session_456",
"database": db_connection,
})
Source code in strands/experimental/bidi/agent/agent.py
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stop()
async
¶
End the conversation connection and cleanup all resources.
Terminates the streaming connection, cancels background tasks, and closes the connection to the model provider.
Source code in strands/experimental/bidi/agent/agent.py
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