generative user interface

Render Visual Interface in Chat

We've now seen how a language model can call a function and render a component based on a conversation with the user.

When we define multiple functions in tools, it is possible for the model to reason out the right functions to call based on whatever the user's intent is. This means that you can write a bunch of functions without the burden of implementing complex routing logic to run them.

Client

'use client';

import { useState } from 'react';
import { ClientMessage } from './actions';
import { useActions, useUIState } from 'ai/rsc';
import { generateId } from 'ai';

// Allow streaming responses up to 30 seconds
export const maxDuration = 30;

export default function Home() {
  const [input, setInput] = useState<string>('');
  const [conversation, setConversation] = useUIState();
  const { continueConversation } = useActions();

  return (
    <div>
      <div>
        {conversation.map((message: ClientMessage) => (
          <div key={message.id}>
            {message.role}: {message.display}
          </div>
        ))}
      </div>

      <div>
        <input
          type="text"
          value={input}
          onChange={event => {
            setInput(event.target.value);
          }}
        />
        <button
          onClick={async () => {
            setConversation((currentConversation: ClientMessage[]) => [
              ...currentConversation,
              { id: generateId(), role: 'user', display: input },
            ]);

            const message = await continueConversation(input);

            setConversation((currentConversation: ClientMessage[]) => [
              ...currentConversation,
              message,
            ]);
          }}
        >
          Send Message
        </button>
      </div>
    </div>
  );
}

export async function Stock({ symbol, numOfMonths }) {
  const data = await fetch(
    `https://api.example.com/stock/${symbol}/${numOfMonths}`,
  );

  return (
    <div>
      <div>{symbol}</div>

      <div>
        {data.timeline.map(data => (
          <div>
            <div>{data.date}</div>
            <div>{data.value}</div>
          </div>
        ))}
      </div>
    </div>
  );
}

export async function Flight({ flightNumber }) {
  const data = await fetch(`https://api.example.com/flight/${flightNumber}`);

  return (
    <div>
      <div>{flightNumber}</div>
      <div>{data.status}</div>
      <div>{data.source}</div>
      <div>{data.destination}</div>
    </div>
  );
}

Server

'use server';

import { getMutableAIState, streamUI } from 'ai/rsc';
import { openai } from '@ai-sdk/openai';
import { ReactNode } from 'react';
import { z } from 'zod';
import { generateId } from 'ai';
import { Stock } from '@/components/stock';
import { Flight } from '@/components/flight';

export interface ServerMessage {
  role: 'user' | 'assistant';
  content: string;
}

export interface ClientMessage {
  id: string;
  role: 'user' | 'assistant';
  display: ReactNode;
}

export async function continueConversation(
  input: string,
): Promise<ClientMessage> {
  'use server';

  const history = getMutableAIState();

  const result = await streamUI({
    model: openai('gpt-3.5-turbo'),
    messages: [...history.get(), { role: 'user', content: input }],
    text: ({ content, done }) => {
      if (done) {
        history.done((messages: ServerMessage[]) => [
          ...messages,
          { role: 'assistant', content },
        ]);
      }

      return <div>{content}</div>;
    },
    tools: {
      showStockInformation: {
        description:
          'Get stock information for symbol for the last numOfMonths months',
        parameters: z.object({
          symbol: z
            .string()
            .describe('The stock symbol to get information for'),
          numOfMonths: z
            .number()
            .describe('The number of months to get historical information for'),
        }),
        generate: async ({ symbol, numOfMonths }) => {
          history.done((messages: ServerMessage[]) => [
            ...messages,
            {
              role: 'assistant',
              content: `Showing stock information for ${symbol}`,
            },
          ]);

          return <Stock symbol={symbol} numOfMonths={numOfMonths} />;
        },
      },
      showFlightStatus: {
        description: 'Get the status of a flight',
        parameters: z.object({
          flightNumber: z
            .string()
            .describe('The flight number to get status for'),
        }),
        generate: async ({ flightNumber }) => {
          history.done((messages: ServerMessage[]) => [
            ...messages,
            {
              role: 'assistant',
              content: `Showing flight status for ${flightNumber}`,
            },
          ]);

          return <Flight flightNumber={flightNumber} />;
        },
      },
    },
  });

  return {
    id: generateId(),
    role: 'assistant',
    display: result.value,
  };
}

import { createAI } from 'ai/rsc';
import { ServerMessage, ClientMessage, continueConversation } from './actions';

export const AI = createAI<ServerMessage[], ClientMessage[]>({
  actions: {
    continueConversation,
  },
  initialAIState: [],
  initialUIState: [],
});