diff --git a/docs/references.md b/docs/references.md
index e264fc9..09c6be7 100644
--- a/docs/references.md
+++ b/docs/references.md
@@ -65,3 +65,13 @@
 - [How To Install libportaudio2 on Ubuntu 22.04](https://www.installati.one/install-libportaudio2-ubuntu-22-04/): `sudo apt-get -y install libportaudio2`
 - [python-sounddevice](https://github.com/spatialaudio/python-sounddevice)
 - [python-soundfile](https://github.com/bastibe/python-soundfile)
+
+### Realtime API
+
+- [August 2025 / Realtime API audio model GA](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/whats-new#realtime-api-audio-model-ga)
+- [Global Standard model availability](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/models?tabs=global-standard%2Cstandard-chat-completions#global-standard-model-availability)
+- [specification/cognitiveservices/data-plane/AzureOpenAI/inference/preview/2025-04-01-preview/inference.json](https://github.com/Azure/azure-rest-api-specs/blob/main/specification/cognitiveservices/data-plane/AzureOpenAI/inference/preview/2025-04-01-preview/inference.json)
+- [Realtime API with WebSocket](https://platform.openai.com/docs/guides/realtime-websocket)
+- [GPT-4o Realtime API for speech and audio](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/realtime-audio-quickstart?tabs=keyless%2Clinux&pivots=programming-language-python)
+- [OpenAI Python API library > examples/realtime](https://github.com/openai/openai-python/tree/main/examples/realtime)
+- [How to use the GPT-4o Realtime API via WebRTC](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-webrtc)
diff --git a/pyproject.toml b/pyproject.toml
index 57f3762..fdcbf38 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,6 +12,7 @@ dependencies = [
     "elasticsearch>=9.1.0",
     "fastapi[standard]>=0.116.1",
     "httpx>=0.28.1",
+    "jinja2>=3.1.2",
     "langchain-azure-ai>=0.1.4",
     "langchain-community>=0.3.27",
     "langchain-mcp-adapters>=0.1.9",
@@ -20,7 +21,7 @@ dependencies = [
     "langchain-text-splitters>=0.3.9",
     "langgraph>=0.6.2",
     "langgraph-supervisor>=0.0.29",
-    "openai>=1.98.0",
+    "openai[realtime]>=1.98.0",
     "opentelemetry-api>=1.36.0",
     "opentelemetry-exporter-otlp>=1.36.0",
     "opentelemetry-sdk>=1.36.0",
diff --git a/scripts/realtime_operator.py b/scripts/realtime_operator.py
new file mode 100644
index 0000000..360972b
--- /dev/null
+++ b/scripts/realtime_operator.py
@@ -0,0 +1,185 @@
+import asyncio
+import http.server
+import json
+import logging
+import os
+import socketserver
+import tempfile
+import webbrowser
+from pathlib import Path
+
+# New imports for template rendering and serving
+import jinja2
+import typer
+from azure.identity.aio import DefaultAzureCredential, get_bearer_token_provider
+from dotenv import load_dotenv
+from openai import AsyncAzureOpenAI
+
+from template_langgraph.llms.azure_openais import Settings
+from template_langgraph.loggers import get_logger
+
+# Initialize the Typer application
+app = typer.Typer(
+    add_completion=False,
+    help="Realtime API operator CLI",
+)
+
+# Set up logging
+logger = get_logger(__name__)
+
+
+async def chat_impl() -> None:
+    """
+    When prompted for user input, type a message and hit enter to send it to the model.
+    Enter "q" to quit the conversation.
+    """
+    credential = DefaultAzureCredential()
+    token_provider = get_bearer_token_provider(credential, "https://cognitiveservices.azure.com/.default")
+    settings = Settings()
+    client = AsyncAzureOpenAI(
+        azure_endpoint=settings.azure_openai_endpoint,
+        azure_ad_token_provider=token_provider,
+        api_version=settings.azure_openai_api_version,
+    )
+    async with client.realtime.connect(
+        model="gpt-realtime",  # name of your deployment
+    ) as connection:
+        await connection.session.update(
+            session={
+                "output_modalities": [
+                    "text",
+                    "audio",
+                ],
+                "model": "gpt-realtime",
+                "type": "realtime",
+            }
+        )
+        while True:
+            user_input = input("Enter a message: ")
+            if user_input == "q":
+                break
+
+            await connection.conversation.item.create(
+                item={
+                    "type": "message",
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "input_text",
+                            "text": user_input,
+                        },
+                    ],
+                }
+            )
+            await connection.response.create()
+            async for event in connection:
+                if event.type == "response.audio_transcript.delta":
+                    print(event.delta, end="", flush=True)
+                elif event.type == "response.done":
+                    print()
+                    break
+                else:
+                    logger.debug(f"event.type: {event.type}")
+                    # logger.debug(f"event: {event.model_dump_json(indent=2)}")
+
+    await credential.close()
+
+
+@app.command()
+def chat(
+    verbose: bool = typer.Option(
+        False,
+        "--verbose",
+        "-v",
+        help="Enable verbose output",
+    ),
+):
+    # Set up logging
+    if verbose:
+        logger.setLevel(logging.DEBUG)
+
+    asyncio.run(chat_impl())
+
+
+@app.command()
+def webrtc(
+    template: str = typer.Option(
+        "scripts/realtime_webrtc.html", "--template", "-t", help="Path to the HTML Jinja2 template"
+    ),
+    host: str = typer.Option("0.0.0.0", "--host", "-h"),
+    port: int = typer.Option(8080, "--port", "-p"),
+    web_rtc_url: str = typer.Option(
+        "https://eastus2.realtimeapi-preview.ai.azure.com/v1/realtimertc", "--webrtc-url", help="WebRTC endpoint URL"
+    ),
+    sessions_url: str = typer.Option(
+        "https://YourAzureOpenAIResourceName.openai.azure.com/openai/realtimeapi/sessions?api-version=2025-04-01-preview",
+        "--sessions-url",
+        help="Sessions API URL",
+    ),
+    deployment: str = typer.Option("gpt-realtime", "--deployment", help="Deployment name"),
+    voice: str = typer.Option("verse", "--voice", help="Voice name"),
+    instructions: str = typer.Option(
+        "You are a helpful AI assistant responding in natural, engaging language.",
+        "--instructions",
+        "-i",
+        help="Initial assistant instructions for the realtime session",
+    ),
+):
+    """
+    Render the realtime_webrtc HTML template with provided parameters and serve it as a static site.
+
+    The template is a Jinja2 template and will receive the following variables:
+    - WEBRTC_URL, SESSIONS_URL, API_KEY, DEPLOYMENT, VOICE, INSTRUCTIONS
+    """
+    settings = Settings()
+    api_key = settings.azure_openai_api_key
+    if not api_key:
+        typer.secho(
+            "Warning: no API key provided; the rendered page will contain an empty API key.", fg=typer.colors.YELLOW
+        )
+
+    tpl_path = Path(template)
+    if not tpl_path.exists():
+        typer.secho(f"Template not found: {tpl_path}", fg=typer.colors.RED)
+        raise typer.Exit(code=1)
+
+    tpl_text = tpl_path.read_text(encoding="utf-8")
+
+    # Use json.dumps to safely embed JS string literals in the template
+    rendered = jinja2.Template(tpl_text).render(
+        WEBRTC_URL=json.dumps(web_rtc_url),
+        SESSIONS_URL=json.dumps(sessions_url),
+        API_KEY=json.dumps(api_key),
+        DEPLOYMENT=json.dumps(deployment),
+        VOICE=json.dumps(voice),
+        INSTRUCTIONS=json.dumps(instructions),
+    )
+
+    tempdir = tempfile.TemporaryDirectory()
+    out_path = Path(tempdir.name) / "index.html"
+    out_path.write_text(rendered, encoding="utf-8")
+
+    # Serve the temporary directory with the rendered HTML
+    os.chdir(tempdir.name)
+    handler = http.server.SimpleHTTPRequestHandler
+    with socketserver.TCPServer((host, port), handler) as httpd:
+        url = f"http://{host}:{port}/"
+        typer.secho(f"Serving rendered template at: {url}", fg=typer.colors.GREEN)
+        try:
+            webbrowser.open(url)
+        except Exception:
+            pass
+        try:
+            httpd.serve_forever()
+        except KeyboardInterrupt:
+            typer.secho("Shutting down server...", fg=typer.colors.YELLOW)
+        finally:
+            tempdir.cleanup()
+
+
+if __name__ == "__main__":
+    load_dotenv(
+        override=True,
+        verbose=True,
+    )
+    app()
diff --git a/scripts/realtime_webrtc.html b/scripts/realtime_webrtc.html
new file mode 100644
index 0000000..1602d03
--- /dev/null
+++ b/scripts/realtime_webrtc.html
@@ -0,0 +1,180 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Azure OpenAI Realtime Session</title>
+  </head>
+  <body>
+    <h1>Azure OpenAI Realtime Session</h1>
+    <p>
+      WARNING: Don't use this code sample in production with the API key
+      hardcoded. Use a protected backend service to call the sessions API and
+      generate the ephemeral key. Then return the ephemeral key to the client.
+    </p>
+    <button onclick="StartSession()">Start Session</button>
+
+    <!-- Log container for API messages -->
+    <div id="logContainer"></div>
+
+    <script>
+      // The following constants are rendered from a Jinja2 template at runtime.
+      // They must be valid JavaScript string literals (the CLI will json-encode them).
+      const WEBRTC_URL = {{ WEBRTC_URL }};
+
+      // The SESSIONS_URL includes the Azure OpenAI resource URL,
+      // deployment name, the /realtime/sessions path, and the API version.
+      // The Azure OpenAI resource region isn't part of the SESSIONS_URL.
+      const SESSIONS_URL = {{ SESSIONS_URL }};
+
+      // The API key of the Azure OpenAI resource. WARNING: do not expose this in
+      // production. Use an ephemeral key instead.
+      const API_KEY = {{ API_KEY }};
+
+      // The deployment name might not be the same as the model name.
+      const DEPLOYMENT = {{ DEPLOYMENT }};
+      const VOICE = {{ VOICE }};
+      // Injected initial assistant instructions (JSON-encoded string)
+      const INSTRUCTIONS = {{ INSTRUCTIONS }};
+
+      async function StartSession() {
+        try {
+          // WARNING: Don't use this code sample in production
+          // with the API key hardcoded.
+          // Use a protected backend service to call the
+          // sessions API and generate the ephemeral key.
+          // Then return the ephemeral key to the client.
+
+          const response = await fetch(SESSIONS_URL, {
+            method: "POST",
+            headers: {
+              //"Authorization": `Bearer ${ACCESS_TOKEN}`,
+              "api-key": API_KEY,
+              "Content-Type": "application/json",
+            },
+            body: JSON.stringify({
+              model: DEPLOYMENT,
+              voice: VOICE,
+            }),
+          });
+
+          if (!response.ok) {
+            throw new Error(`API request failed`);
+          }
+
+          const data = await response.json();
+
+          const sessionId = data.id;
+          const ephemeralKey = data.client_secret?.value;
+          console.error("Ephemeral key:", ephemeralKey);
+
+          // Mask the ephemeral key in the log message.
+          logMessage("Ephemeral Key Received: " + "***");
+          logMessage("WebRTC Session Id = " + sessionId);
+
+          // Set up the WebRTC connection using the ephemeral key.
+          init(ephemeralKey);
+        } catch (error) {
+          console.error("Error fetching ephemeral key:", error);
+          logMessage("Error fetching ephemeral key: " + error.message);
+        }
+      }
+
+      async function init(ephemeralKey) {
+        let peerConnection = new RTCPeerConnection();
+
+        // Set up to play remote audio from the model.
+        const audioElement = document.createElement("audio");
+        audioElement.autoplay = true;
+        document.body.appendChild(audioElement);
+
+        peerConnection.ontrack = (event) => {
+          audioElement.srcObject = event.streams[0];
+        };
+
+        // Set up data channel for sending and receiving events
+        const clientMedia = await navigator.mediaDevices.getUserMedia({
+          audio: true,
+        });
+        const audioTrack = clientMedia.getAudioTracks()[0];
+        peerConnection.addTrack(audioTrack);
+
+        const dataChannel =
+          peerConnection.createDataChannel("realtime-channel");
+
+        dataChannel.addEventListener("open", () => {
+          logMessage("Data channel is open");
+          updateSession(dataChannel);
+        });
+
+        dataChannel.addEventListener("message", (event) => {
+          const realtimeEvent = JSON.parse(event.data);
+          console.log(realtimeEvent);
+          logMessage(
+            "Received server event: " + JSON.stringify(realtimeEvent, null, 2)
+          );
+          if (realtimeEvent.type === "session.update") {
+            const instructions = realtimeEvent.session.instructions;
+            logMessage("Instructions: " + instructions);
+          } else if (realtimeEvent.type === "session.error") {
+            logMessage("Error: " + realtimeEvent.error.message);
+          } else if (realtimeEvent.type === "session.end") {
+            logMessage("Session ended.");
+          }
+        });
+
+        dataChannel.addEventListener("close", () => {
+          logMessage("Data channel is closed");
+        });
+
+        // Start the session using the Session Description Protocol (SDP)
+        const offer = await peerConnection.createOffer();
+        await peerConnection.setLocalDescription(offer);
+
+        const sdpResponse = await fetch(`${WEBRTC_URL}?model=${DEPLOYMENT}`, {
+          method: "POST",
+          body: offer.sdp,
+          headers: {
+            Authorization: `Bearer ${ephemeralKey}`,
+            "Content-Type": "application/sdp",
+          },
+        });
+
+        const answer = { type: "answer", sdp: await sdpResponse.text() };
+        await peerConnection.setRemoteDescription(answer);
+
+        const button = document.createElement("button");
+        button.innerText = "Close Session";
+        button.onclick = stopSession;
+        document.body.appendChild(button);
+
+        // Send a client event to update the session
+        function updateSession(dataChannel) {
+          const event = {
+            type: "session.update",
+            session: {
+              // Use the injected INSTRUCTIONS value so the CLI can control the prompt
+              instructions: INSTRUCTIONS,
+            },
+          };
+          dataChannel.send(JSON.stringify(event));
+          logMessage("Sent client event: " + JSON.stringify(event, null, 2));
+        }
+
+        function stopSession() {
+          if (dataChannel) dataChannel.close();
+          if (peerConnection) peerConnection.close();
+          peerConnection = null;
+          logMessage("Session closed.");
+        }
+      }
+
+      function logMessage(message) {
+        const logContainer = document.getElementById("logContainer");
+        const p = document.createElement("p");
+        p.textContent = message;
+        logContainer.appendChild(p);
+      }
+    </script>
+  </body>
+</html>
diff --git a/uv.lock b/uv.lock
index b881efc..079b263 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1895,7 +1895,7 @@ wheels = [
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.6"
+version = "4.4.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "async-lru" },
@@ -1913,9 +1913,9 @@ dependencies = [
     { name = "tornado" },
     { name = "traitlets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/1e/5c/14f0852233d60d30bf0f22a817d6c20ac555d73526cc915274f97c07a2b9/jupyterlab-4.4.6.tar.gz", hash = "sha256:e0b720ff5392846bdbc01745f32f29f4d001c071a4bff94d8b516ba89b5a4157", size = 23040936, upload-time = "2025-08-15T11:44:15.915Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/d0/07/b3beaeb5722d4a55e345a38884c67baebd9cec2269c5309ce494485a5858/jupyterlab-4.4.7.tar.gz", hash = "sha256:8c8e225492f4513ebde9bbbc00a05b651ab9a1f5b0013015d96fabf671c37188", size = 22965570, upload-time = "2025-09-03T13:26:40.461Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/53/38/6182d63f39428821e705e86fba61704fc69769a24ca5a9578c2c04986c9a/jupyterlab-4.4.6-py3-none-any.whl", hash = "sha256:e877e930f46dde2e3ee9da36a935c6cd4fdb15aa7440519d0fde696f9fadb833", size = 12268564, upload-time = "2025-08-15T11:44:11.42Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/01/44f35124896dd5c73b26705c25bb8af2089895b32f057a1e4a3488847333/jupyterlab-4.4.7-py3-none-any.whl", hash = "sha256:808bae6136b507a4d18f04254218bfe71ed8ba399a36ef3280d5f259e69abf80", size = 12291583, upload-time = "2025-09-03T13:26:35.862Z" },
 ]
 
 [[package]]
@@ -2098,7 +2098,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-api"
-version = "0.4.9"
+version = "0.4.11"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cloudpickle", marker = "python_full_version >= '3.11'" },
@@ -2121,9 +2121,9 @@ dependencies = [
     { name = "uvicorn", marker = "python_full_version >= '3.11'" },
     { name = "watchfiles", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ab/91/671306db7502e50b148d695574f64fc762e04c0c790a93ddec1ed66af61e/langgraph_api-0.4.9.tar.gz", hash = "sha256:86203824c8aa6f81387422d261678a67e378109a1d8451e3d1fd20046d2055ae", size = 265672, upload-time = "2025-09-02T23:45:03.784Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3a/ad/3ebb6ceb3e5bd81383f8e5656d4ca97a81a96ad96040c123610b61f06d58/langgraph_api-0.4.11.tar.gz", hash = "sha256:3baada32aff2c136c271eeee0cd0bcb2335f94917242e82eab08937081ce8793", size = 265821, upload-time = "2025-09-04T01:38:43.876Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5f/8c/dfb010eabadf4c54fe77c0c19252092b8ca1e0ccacaad532b1f2d8fd6fc5/langgraph_api-0.4.9-py3-none-any.whl", hash = "sha256:b0dc66b8045025dbd0af2890c56fcc6ed3441f939daa45d2d9f29e317bd8e148", size = 216240, upload-time = "2025-09-02T23:45:02.232Z" },
+    { url = "https://files.pythonhosted.org/packages/76/4c/f0ca287feea995556aaf292a6a9cd2718cdff8155c747b526d10e499b256/langgraph_api-0.4.11-py3-none-any.whl", hash = "sha256:afcb57c4b4563c3bae59f559804c24ab208a552ba4eae8e0172aa9cddb90fd5b", size = 216370, upload-time = "2025-09-04T01:38:42.152Z" },
 ]
 
 [[package]]
@@ -2174,7 +2174,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-runtime-inmem"
-version = "0.10.0"
+version = "0.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "blockbuster", marker = "python_full_version >= '3.11'" },
@@ -2184,22 +2184,22 @@ dependencies = [
     { name = "starlette", marker = "python_full_version >= '3.11'" },
     { name = "structlog", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/bd/ae/6a37fb49f0fc81bcad01daabd1943e2fbaf28cbdf1b10ab6f2caaf1f1a43/langgraph_runtime_inmem-0.10.0.tar.gz", hash = "sha256:0d36f5b4bde7984b59dff4dae9b4971c94b088ef71806fb2ba8dc37737660723", size = 82362, upload-time = "2025-09-02T23:35:07.045Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a1/b5/321cbba8925142db22f6524d45ea5642da76acbcfc2316a75e5d31cf94af/langgraph_runtime_inmem-0.11.0.tar.gz", hash = "sha256:cb629cbf2cf4c7f158afbf013ac4d026d96650b86845bc33c8f694012c147364", size = 82364, upload-time = "2025-09-04T01:28:35.528Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d7/37/38b46b8a7a0669d596317ef43451297363de5a062f30c610a8e43f0b941a/langgraph_runtime_inmem-0.10.0-py3-none-any.whl", hash = "sha256:22fb43e5a8fb80d2ec3ce5e62e4aa26756f71d2102b5ac08e7397df32a4bb5d8", size = 34436, upload-time = "2025-09-02T23:35:05.887Z" },
+    { url = "https://files.pythonhosted.org/packages/30/8d/fbe4913a4f97bf5bf335aae10ad8551e1b4f4f11e664be128e67ae0f3701/langgraph_runtime_inmem-0.11.0-py3-none-any.whl", hash = "sha256:5b6ff9cff23fe61c287e000cd001445bd0ad7f8710f129aae082223d17123cd3", size = 34434, upload-time = "2025-09-04T01:28:34.592Z" },
 ]
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.2.5"
+version = "0.2.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
     { name = "orjson" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/42/72/37943b367f480b4761c052e86b0c380ecb928cdccf1d5c85d569e036c06f/langgraph_sdk-0.2.5.tar.gz", hash = "sha256:b28aa0f485811388465ac5d2a19d728ab84b59a8900cdfcf0f4e8177802cbf62", size = 79816, upload-time = "2025-09-03T00:51:14.285Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/55/35/a1caf4fdb725adec30f1e9562f218524a92d8b675deb97be653687f086ee/langgraph_sdk-0.2.6.tar.gz", hash = "sha256:7db27cd86d1231fa614823ff416fcd2541b5565ad78ae950f31ae96d7af7c519", size = 80346, upload-time = "2025-09-04T01:51:11.262Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f1/2c/9e5a0259601253f89f8b50095a6a2541ff6beb9041c92e64bd8e05e77c29/langgraph_sdk-0.2.5-py3-none-any.whl", hash = "sha256:a837a7a3c5e16ba55a3952037f9d8e247d3e001e9a0e3b07aacef55861e5dc58", size = 54052, upload-time = "2025-09-03T00:51:13.057Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/d2/c5fac919601b27a0af5df0bde46e7f1361d5e04505e404b75bed45d21fc8/langgraph_sdk-0.2.6-py3-none-any.whl", hash = "sha256:477216b573b8177bbd849f4c754782a81279fbbd88bfadfeda44422d14b18b08", size = 54565, upload-time = "2025-09-04T01:51:10.044Z" },
 ]
 
 [[package]]
@@ -2877,7 +2877,7 @@ wheels = [
 
 [[package]]
 name = "openai"
-version = "1.104.2"
+version = "1.105.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -2889,9 +2889,14 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/94/dc/965b3528ed0435b717acca45e2541d94bd827c0520ce172366323c9edcab/openai-1.104.2.tar.gz", hash = "sha256:9b582ead9dd208753f89dae8e36b6548c6ada076e87ba3db36630e29239661ab", size = 557160, upload-time = "2025-09-02T21:42:31.054Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/a9/c8c2dea8066a8f3079f69c242f7d0d75aaad4c4c3431da5b0df22a24e75d/openai-1.105.0.tar.gz", hash = "sha256:a68a47adce0506d34def22dd78a42cbb6cfecae1cf6a5fe37f38776d32bbb514", size = 557265, upload-time = "2025-09-03T14:14:08.586Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/9c/d0b56971e5584aea338bb00d3ca96a7f6694dff77006581b21cd773497ce/openai-1.104.2-py3-none-any.whl", hash = "sha256:0148951da12ea651f890ef38f8adef75b78c053dba37ea2bdba857c8945860d4", size = 928160, upload-time = "2025-09-02T21:42:28.678Z" },
+    { url = "https://files.pythonhosted.org/packages/51/01/186845829d3a3609bb5b474067959076244dd62540d3e336797319b13924/openai-1.105.0-py3-none-any.whl", hash = "sha256:3ad7635132b0705769ccae31ca7319f59ec0c7d09e94e5e713ce2d130e5b021f", size = 928203, upload-time = "2025-09-03T14:14:06.842Z" },
+]
+
+[package.optional-dependencies]
+realtime = [
+    { name = "websockets" },
 ]
 
 [[package]]
@@ -4780,6 +4785,7 @@ dependencies = [
     { name = "elasticsearch" },
     { name = "fastapi", extra = ["standard"] },
     { name = "httpx" },
+    { name = "jinja2" },
     { name = "langchain-azure-ai" },
     { name = "langchain-community" },
     { name = "langchain-mcp-adapters" },
@@ -4788,7 +4794,7 @@ dependencies = [
     { name = "langchain-text-splitters" },
     { name = "langgraph" },
     { name = "langgraph-supervisor" },
-    { name = "openai" },
+    { name = "openai", extra = ["realtime"] },
     { name = "opentelemetry-api" },
     { name = "opentelemetry-exporter-otlp" },
     { name = "opentelemetry-sdk" },
@@ -4829,6 +4835,7 @@ requires-dist = [
     { name = "elasticsearch", specifier = ">=9.1.0" },
     { name = "fastapi", extras = ["standard"], specifier = ">=0.116.1" },
     { name = "httpx", specifier = ">=0.28.1" },
+    { name = "jinja2", specifier = ">=3.1.2" },
     { name = "langchain-azure-ai", specifier = ">=0.1.4" },
     { name = "langchain-community", specifier = ">=0.3.27" },
     { name = "langchain-mcp-adapters", specifier = ">=0.1.9" },
@@ -4837,7 +4844,7 @@ requires-dist = [
     { name = "langchain-text-splitters", specifier = ">=0.3.9" },
     { name = "langgraph", specifier = ">=0.6.2" },
     { name = "langgraph-supervisor", specifier = ">=0.0.29" },
-    { name = "openai", specifier = ">=1.98.0" },
+    { name = "openai", extras = ["realtime"], specifier = ">=1.98.0" },
     { name = "opentelemetry-api", specifier = ">=1.36.0" },
     { name = "opentelemetry-exporter-otlp", specifier = ">=1.36.0" },
     { name = "opentelemetry-sdk", specifier = ">=1.36.0" },
@@ -5039,27 +5046,27 @@ wheels = [
 
 [[package]]
 name = "ty"
-version = "0.0.1a19"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c0/04/281c1a3c9c53dae5826b9d01a3412de653e3caf1ca50ce1265da66e06d73/ty-0.0.1a19.tar.gz", hash = "sha256:894f6a13a43989c8ef891ae079b3b60a0c0eae00244abbfbbe498a3840a235ac", size = 4098412, upload-time = "2025-08-19T13:29:58.559Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/3e/65/a61cfcc7248b0257a3110bf98d3d910a4729c1063abdbfdcd1cad9012323/ty-0.0.1a19-py3-none-linux_armv6l.whl", hash = "sha256:e0e7762f040f4bab1b37c57cb1b43cc3bc5afb703fa5d916dfcafa2ef885190e", size = 8143744, upload-time = "2025-08-19T13:29:13.88Z" },
-    { url = "https://files.pythonhosted.org/packages/02/d9/232afef97d9afa2274d23a4c49a3ad690282ca9696e1b6bbb6e4e9a1b072/ty-0.0.1a19-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:cd0a67ac875f49f34d9a0b42dcabf4724194558a5dd36867209d5695c67768f7", size = 8305799, upload-time = "2025-08-19T13:29:17.322Z" },
-    { url = "https://files.pythonhosted.org/packages/20/14/099d268da7a9cccc6ba38dfc124f6742a1d669bc91f2c61a3465672b4f71/ty-0.0.1a19-py3-none-macosx_11_0_arm64.whl", hash = "sha256:ff8b1c0b85137333c39eccd96c42603af8ba7234d6e2ed0877f66a4a26750dd4", size = 7901431, upload-time = "2025-08-19T13:29:21.635Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/cd/3f1ca6e1d7f77cc4d08910a3fc4826313c031c0aae72286ae859e737670c/ty-0.0.1a19-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4fef34a29f4b97d78aa30e60adbbb12137cf52b8b2b0f1a408dd0feb0466908a", size = 8051501, upload-time = "2025-08-19T13:29:23.741Z" },
-    { url = "https://files.pythonhosted.org/packages/47/72/ddbec39f48ce3f5f6a3fa1f905c8fff2873e59d2030f738814032bd783e3/ty-0.0.1a19-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:b0f219cb43c0c50fc1091f8ebd5548d3ef31ee57866517b9521d5174978af9fd", size = 7981234, upload-time = "2025-08-19T13:29:25.839Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/0f/58e76b8d4634df066c790d362e8e73b25852279cd6f817f099b42a555a66/ty-0.0.1a19-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:22abb6c1f14c65c1a2fafd38e25dd3c87994b3ab88cb0b323235b51dbad082d9", size = 8916394, upload-time = "2025-08-19T13:29:27.932Z" },
-    { url = "https://files.pythonhosted.org/packages/70/30/01bfd93ccde11540b503e2539e55f6a1fc6e12433a229191e248946eb753/ty-0.0.1a19-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:5b49225c349a3866e38dd297cb023a92d084aec0e895ed30ca124704bff600e6", size = 9412024, upload-time = "2025-08-19T13:29:30.942Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/a2/2216d752f5f22c5c0995f9b13f18337301220f2a7d952c972b33e6a63583/ty-0.0.1a19-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:88f41728b3b07402e0861e3c34412ca963268e55f6ab1690208f25d37cb9d63c", size = 9032657, upload-time = "2025-08-19T13:29:33.933Z" },
-    { url = "https://files.pythonhosted.org/packages/24/c7/e6650b0569be1b69a03869503d07420c9fb3e90c9109b09726c44366ce63/ty-0.0.1a19-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:33814a1197ec3e930fcfba6fb80969fe7353957087b42b88059f27a173f7510b", size = 8812775, upload-time = "2025-08-19T13:29:36.505Z" },
-    { url = "https://files.pythonhosted.org/packages/35/c6/b8a20e06b97fe8203059d56d8f91cec4f9633e7ba65f413d80f16aa0be04/ty-0.0.1a19-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d71b7f2b674a287258f628acafeecd87691b169522945ff6192cd8a69af15857", size = 8631417, upload-time = "2025-08-19T13:29:38.837Z" },
-    { url = "https://files.pythonhosted.org/packages/be/99/821ca1581dcf3d58ffb7bbe1cde7e1644dbdf53db34603a16a459a0b302c/ty-0.0.1a19-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:3a7f8ef9ac4c38e8651c18c7380649c5a3fa9adb1a6012c721c11f4bbdc0ce24", size = 7928900, upload-time = "2025-08-19T13:29:41.08Z" },
-    { url = "https://files.pythonhosted.org/packages/08/cb/59f74a0522e57565fef99e2287b2bc803ee47ff7dac250af26960636939f/ty-0.0.1a19-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:60f40e72f0fbf4e54aa83d9a6cb1959f551f83de73af96abbb94711c1546bd60", size = 8003310, upload-time = "2025-08-19T13:29:43.165Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/b3/1209b9acb5af00a2755114042e48fb0f71decc20d9d77a987bf5b3d1a102/ty-0.0.1a19-py3-none-musllinux_1_2_i686.whl", hash = "sha256:64971e4d3e3f83dc79deb606cc438255146cab1ab74f783f7507f49f9346d89d", size = 8496463, upload-time = "2025-08-19T13:29:46.136Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/d6/a4b6ba552d347a08196d83a4d60cb23460404a053dd3596e23a922bce544/ty-0.0.1a19-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:9aadbff487e2e1486e83543b4f4c2165557f17432369f419be9ba48dc47625ca", size = 8700633, upload-time = "2025-08-19T13:29:49.351Z" },
-    { url = "https://files.pythonhosted.org/packages/96/c5/258f318d68b95685c8d98fb654a38882c9d01ce5d9426bed06124f690f04/ty-0.0.1a19-py3-none-win32.whl", hash = "sha256:00b75b446357ee22bcdeb837cb019dc3bc1dc5e5013ff0f46a22dfe6ce498fe2", size = 7811441, upload-time = "2025-08-19T13:29:52.077Z" },
-    { url = "https://files.pythonhosted.org/packages/fb/bb/039227eee3c0c0cddc25f45031eea0f7f10440713f12d333f2f29cf8e934/ty-0.0.1a19-py3-none-win_amd64.whl", hash = "sha256:aaef76b2f44f6379c47adfe58286f0c56041cb2e374fd8462ae8368788634469", size = 8441186, upload-time = "2025-08-19T13:29:54.53Z" },
-    { url = "https://files.pythonhosted.org/packages/74/5f/bceb29009670ae6f759340f9cb434121bc5ed84ad0f07bdc6179eaaa3204/ty-0.0.1a19-py3-none-win_arm64.whl", hash = "sha256:893755bb35f30653deb28865707e3b16907375c830546def2741f6ff9a764710", size = 8000810, upload-time = "2025-08-19T13:29:56.796Z" },
+version = "0.0.1a20"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7a/82/a5e3b4bc5280ec49c4b0b43d0ff727d58c7df128752c9c6f97ad0b5f575f/ty-0.0.1a20.tar.gz", hash = "sha256:933b65a152f277aa0e23ba9027e5df2c2cc09e18293e87f2a918658634db5f15", size = 4194773, upload-time = "2025-09-03T12:35:46.775Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/45/c8/f7d39392043d5c04936f6cad90e50eb661965ed092ca4bfc01db917d7b8a/ty-0.0.1a20-py3-none-linux_armv6l.whl", hash = "sha256:f73a7aca1f0d38af4d6999b375eb00553f3bfcba102ae976756cc142e14f3450", size = 8443599, upload-time = "2025-09-03T12:35:04.289Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/57/5aec78f9b8a677b7439ccded7d66c3361e61247e0f6b14e659b00dd01008/ty-0.0.1a20-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:cad12c857ea4b97bf61e02f6796e13061ccca5e41f054cbd657862d80aa43bae", size = 8618102, upload-time = "2025-09-03T12:35:07.448Z" },
+    { url = "https://files.pythonhosted.org/packages/15/20/50c9107d93cdb55676473d9dc4e2339af6af606660c9428d3b86a1b2a476/ty-0.0.1a20-py3-none-macosx_11_0_arm64.whl", hash = "sha256:f153b65c7fcb6b8b59547ddb6353761b3e8d8bb6f0edd15e3e3ac14405949f7a", size = 8192167, upload-time = "2025-09-03T12:35:09.706Z" },
+    { url = "https://files.pythonhosted.org/packages/85/28/018b2f330109cee19e81c5ca9df3dc29f06c5778440eb9af05d4550c4302/ty-0.0.1a20-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8c4336987a6a781d4392a9fd7b3a39edb7e4f3dd4f860e03f46c932b52aefa2", size = 8349256, upload-time = "2025-09-03T12:35:11.76Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/c9/2f8797a05587158f52b142278796ffd72c893bc5ad41840fce5aeb65c6f2/ty-0.0.1a20-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3ff75cd4c744d09914e8c9db8d99e02f82c9379ad56b0a3fc4c5c9c923cfa84e", size = 8271214, upload-time = "2025-09-03T12:35:13.741Z" },
+    { url = "https://files.pythonhosted.org/packages/30/d4/2cac5e5eb9ee51941358cb3139aadadb59520cfaec94e4fcd2b166969748/ty-0.0.1a20-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e26437772be7f7808868701f2bf9e14e706a6ec4c7d02dbd377ff94d7ba60c11", size = 9264939, upload-time = "2025-09-03T12:35:16.896Z" },
+    { url = "https://files.pythonhosted.org/packages/93/96/a6f2b54e484b2c6a5488f217882237dbdf10f0fdbdb6cd31333d57afe494/ty-0.0.1a20-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:83a7ee12465841619b5eb3ca962ffc7d576bb1c1ac812638681aee241acbfbbe", size = 9743137, upload-time = "2025-09-03T12:35:19.799Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/67/95b40dcbec3d222f3af5fe5dd1ce066d42f8a25a2f70d5724490457048e7/ty-0.0.1a20-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:726d0738be4459ac7ffae312ba96c5f486d6cbc082723f322555d7cba9397871", size = 9368153, upload-time = "2025-09-03T12:35:22.569Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/24/689fa4c4270b9ef9a53dc2b1d6ffade259ba2c4127e451f0629e130ea46a/ty-0.0.1a20-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0b481f26513f38543df514189fb16744690bcba8d23afee95a01927d93b46e36", size = 9099637, upload-time = "2025-09-03T12:35:24.94Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/5b/913011cbf3ea4030097fb3c4ce751856114c9e1a5e1075561a4c5242af9b/ty-0.0.1a20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7abbe3c02218c12228b1d7c5f98c57240029cc3bcb15b6997b707c19be3908c1", size = 8952000, upload-time = "2025-09-03T12:35:27.288Z" },
+    { url = "https://files.pythonhosted.org/packages/df/f9/f5ba2ae455b20c5bb003f9940ef8142a8c4ed9e27de16e8f7472013609db/ty-0.0.1a20-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:fff51c75ee3f7cc6d7722f2f15789ef8ffe6fd2af70e7269ac785763c906688e", size = 8217938, upload-time = "2025-09-03T12:35:29.54Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/62/17002cf9032f0981cdb8c898d02422c095c30eefd69ca62a8b705d15bd0f/ty-0.0.1a20-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:b4124ab75e0e6f09fe7bc9df4a77ee43c5e0ef7e61b0c149d7c089d971437cbd", size = 8292369, upload-time = "2025-09-03T12:35:31.748Z" },
+    { url = "https://files.pythonhosted.org/packages/28/d6/0879b1fb66afe1d01d45c7658f3849aa641ac4ea10679404094f3b40053e/ty-0.0.1a20-py3-none-musllinux_1_2_i686.whl", hash = "sha256:8a138fa4f74e6ed34e9fd14652d132409700c7ff57682c2fed656109ebfba42f", size = 8811973, upload-time = "2025-09-03T12:35:33.997Z" },
+    { url = "https://files.pythonhosted.org/packages/60/1e/70bf0348cfe8ba5f7532983f53c508c293ddf5fa9f942ed79a3c4d576df3/ty-0.0.1a20-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:8eff8871d6b88d150e2a67beba2c57048f20c090c219f38ed02eebaada04c124", size = 9010990, upload-time = "2025-09-03T12:35:36.766Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/ca/03d85c7650359247b1ca3f38a0d869a608ef540450151920e7014ed58292/ty-0.0.1a20-py3-none-win32.whl", hash = "sha256:3c2ace3a22fab4bd79f84c74e3dab26e798bfba7006bea4008d6321c1bd6efc6", size = 8100746, upload-time = "2025-09-03T12:35:40.007Z" },
+    { url = "https://files.pythonhosted.org/packages/94/53/7a1937b8c7a66d0c8ed7493de49ed454a850396fe137d2ae12ed247e0b2f/ty-0.0.1a20-py3-none-win_amd64.whl", hash = "sha256:f41e77ff118da3385915e13c3f366b3a2f823461de54abd2e0ca72b170ba0f19", size = 8748861, upload-time = "2025-09-03T12:35:42.175Z" },
+    { url = "https://files.pythonhosted.org/packages/27/36/5a3a70c5d497d3332f9e63cabc9c6f13484783b832fecc393f4f1c0c4aa8/ty-0.0.1a20-py3-none-win_arm64.whl", hash = "sha256:d8ac1c5a14cda5fad1a8b53959d9a5d979fe16ce1cc2785ea8676fed143ac85f", size = 8269906, upload-time = "2025-09-03T12:35:45.045Z" },
 ]
 
 [[package]]