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Rules of AI.JSX

AI.JSX uses the familiar JSX syntax, but it's not React.

When you write an AI.JSX expression, you're declaratively specifying the shape of the string you want to be returned to the caller. The AI.JSX engine then evaluates your expression in parallel and streams the results.

AI.JSX Example​

function App() {
  return (
    <>
      {/* Components can contain other components */}
      <Foo />
      {/* Components can have children */}
      <Bar>
        <Baz />
      </Bar>
      {/* You can put promises directly in the JSX; they will be awaited. */}
      {fs.readFile('./my-data', 'utf8')}
      {/* You can write raw strings */}
      Raw string
      {/* If you're putting in JS values, you'll want to serialize them. */}
      {JSON.stringify(myData)}
    </>
  );
}

Async Components​

Components can be async, or can return generators.

function App({ query }) {
  return (
    <ChatCompletion>
      <SystemMessage>
        Answer customer questions based on their data: <CustomerData />
      </SystemMessage>
      <UserMessage>{query}</UserMessage>
    </ChatCompletion>
  );
}

async function CustomerData() {
  const accountId = await getCustomerAccount();
  return isLegacyAccount(accountId) ? fetchLegacy() : fetchModern();
}
Edge case

Imagine you have a slow async component, which is used as a sibling of faster components:

async function Slow() {
  await new Promise((resolve) => setTimeout(resolve, 4000));
  return 'slow result';
}

async function Fast() {
  await Promise.resolve();
  return 'fast result';
}

const app = (
  <>
    <Fast />
    <Slow />
  </>
);

Surprisingly, you won't get any results streamed out of Fast until Slow completes.

To solve this, return an intermediate value from Slow:

async function* Slow() {
  yield '';

  await new Promise((resolve) => setTimeout(resolve, 4000));
  return 'slow result';
}

This is not ideal and we plan to improve it in the future.

Append-Only Generators​

If your component is a generator, the default behavior is that each yielded value replaces the previous value. For instance, imagine you have an image generation API like Midjourney that returns a series of image URLs showing the image render in progress:

function* GenerateImage() {
  yield lowResUrl;
  /* ... */
  yield medResUrl;
  /* ... */
  yield highResUrl;
  /* ... */
  yield finalResUrl;
}

AI.JSX will interpret each yielded value as a new value which should totally overwrite the previously-yielded values, so the caller would see a progression of increasingly high-quality images.

However, sometimes your data source will give you deltas, so replacing the previous contents doesn't make much sense. In this case, yield the AppendOnlyStream symbol to indicate that yielded results should be interpreted as deltas:

import * as AI from 'ai-jsx';

function* GenerateText() {
  yield AI.AppendOnlyStream;
  yield 'first c';
  yield 'hunk of te';
  yield 'xt that will';
  yield 'be combined';
  yield 'into a final output';
}

Component API​

Components take props as the first argument and ComponentContext as the second:

function MyComponent(props, componentContext) {}

componentContext contains a render method, which you can use to render other JSX components.

Context​

Similar to React's context, AI.JSX lets you set context to control values for parts of your tree.

// Create a context with a default value of 0.
const Temperature = AI.createContext(0.0);

// Create a component that reads the context
function CharacterGenerator(props: Record<string, never>, { getContext }: AI.RenderContext) {
  return (
    <Completion temperature={getContext(Temperature)}>
      Create a bio for a character in an RPG game.
    </Completion>
  );
}

showInspector(
  <>
    {/* Set the value for temperature */}
    <Temperature.Provider value={0.0}>
      🥶🥶🥶:{'\n'}
      <CharacterGenerator />
    </Temperature.Provider>

    {/* Set the value for temperature */}
    <Temperature.Provider value={2.0}>
      🔥🔥🔥:{'\n'}
      <CharacterGenerator />
    </Temperature.Provider>
  </>

Each instance of CharacterGenerator will use the context value set by its nearest Temperature.Provider parent.

See also:

Handling Errors​

Use an ErrorBoundary to provide fallback values when a component throws:

<ErrorBoundary fallback={'✅ Error was handled'}>
  <FailingComponent />
</ErrorBoundary>

Error boundary example: (packages/examples/src/errors.tsx).

Memoization​

Imagine you have the following:

const catName = (
  <ChatCompletion>
    <UserMessage>Give me a cat name</UserMessage>
  </ChatCompletion>
);

<ChatCompletion>
  <UserMessage>
    Give me a story about these two cats:
    {catName}
    {catName}
  </UserMessage>
</ChatCompletion>;

In this case, catName will result in two separate model calls, so you'll get two different cat names.

If this is not desired, you can wrap the component in memo:

const catName = memo(
  <ChatCompletion>
    <UserMessage>Give me a cat name</UserMessage>
  </ChatCompletion>
);
<ChatCompletion>
  <UserMessage>
    I have a cat named {catName}. Tell me a story about {catName}.
  </UserMessage>
</ChatCompletion>;

Now, catName will result in a single model call, and its value will be reused everywhere that component appears in the tree.

See Also