Writing agent state
Write to agent's state from your application.
This video shows the result of npx copilotkit@latest init with the
implementation section applied to it.
What is this?#
This guide shows you how to write to your agent's state from your application.
CopilotKit consumes AG-UI protocol events streamed by AG2 over
/chat. See the
AG2 AG-UI integration docs
.
When should I use this?#
You can use this when you want to keep your interface and backend agent state synchronized. CopilotKit lets you update state from the UI, while AG2 consumes that state in subsequent turns.
Implementation#
Run and connect your agent#
Start your AG2 backend and connect your CopilotKit frontend to the AG-UI /chat endpoint.
Define the Agent State#
Create your AG2 backend with ContextVariables and emit StateSnapshotEvent whenever state changes:
from typing import Annotated
from ag_ui.core import EventType, StateSnapshotEvent
from fastapi import FastAPI, Header
from fastapi.responses import StreamingResponse
from autogen import ContextVariables, ConversableAgent, LLMConfig
from autogen.ag_ui import AGUIStream, RunAgentInput
def read_state(context: ContextVariables) -> dict:
return context.get("agent_state", {"language": "english"})
def write_state(context: ContextVariables, state: dict) -> StateSnapshotEvent:
context["agent_state"] = state
return StateSnapshotEvent(type=EventType.STATE_SNAPSHOT, snapshot=state)
agent = ConversableAgent(
name="assistant",
system_message=(
"You are a helpful assistant for tracking language. "
"Always respond in the current language."
),
llm_config=LLMConfig({"model": "gpt-5.4-mini"}),
)
@agent.register_for_llm(description="Update the language in shared state.")
def set_language(
context: ContextVariables,
language: Annotated[str, "language such as english or spanish"],
) -> StateSnapshotEvent:
return write_state(context, {"language": language.lower()})
agent.register_for_execution(name="set_language")(set_language)
stream = AGUIStream(agent)
app = FastAPI()
@app.post("/chat")
async def run_agent(
message: RunAgentInput,
accept: str | None = Header(None),
):
return StreamingResponse(
stream.dispatch(message, accept=accept),
media_type=accept or "text/event-stream",
)
Call setState function from the useAgent hook#
useAgent returns an agent object with a setState function that you can use to update the agent state. Calling this
will update the agent state and trigger a rerender of anything that depends on the agent state.
// Define the agent state type, should match the actual state of your agent
type AgentState = {
language: "english" | "spanish";
}
// Example usage in a pseudo React component
function YourMainContent() {
const { agent } = useAgent({ // [!code highlight]
agentId: "my_agent", // MUST match the agent name in CopilotRuntime
initialState: { language: "english" } // optionally provide an initial state
});
// ...
const toggleLanguage = () => {
agent.setState({ language: agent.state.language === "english" ? "spanish" : "english" }); // [!code highlight]
};
// ...
return (
// style excluded for brevity
<div>
<h1>Your main content</h1>
{/* [!code highlight:2] */}
<p>Language: {agent.state.language}</p>
<button onClick={toggleLanguage}>Toggle Language</button>
</div>
);
}
The agentId parameter must exactly match the agent name you defined in your CopilotRuntime configuration (e.g., my_agent from the quickstart).
Give it a try#
You can now use agent.setState to update the agent state and agent.state to read it. Try toggling the language button
and talking to your agent. You'll see the language change to match the agent's state.
Advanced Usage#
Re-run the agent with a hint about what's changed#
The new agent state will be used next time the agent runs.
If you want to re-run it manually, use copilotkit.runAgent().
The agent will be re-run with the latest updated state. You can also add a hint message before re-running.
// ...
function YourMainContent() {
const { agent } = useAgent({
agentId: "my_agent",
});
const { copilotkit } = useCopilotKit(); // [!code highlight]
// setup to be called when some event in the app occurs
const toggleLanguage = async () => {
const newLanguage = agent.state.language === "english" ? "spanish" : "english";
agent.setState({ language: newLanguage });
// add a hint message and re-run the agent
// [!code highlight:7]
agent.addMessage({
id: crypto.randomUUID(),
role: "user",
content: `the language has been updated to ${newLanguage}`,
});
await copilotkit.runAgent({ agent });
};
return (
// ...
);
}
Intermediately Stream and Render Agent State#
By default, AG2 state updates are visible to CopilotKit whenever your backend emits StateSnapshotEvent.
For smoother long-running workflows, emit additional intermediate snapshots from your backend tools.
