diff --git a/.env b/.env
index 8130a5c..8dc3db7 100644
--- a/.env
+++ b/.env
@@ -1 +1,2 @@
-EXPRESS_PORT=6060
+# .env
+FASTAPI_PORT=8000
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index a59b2ed..033df5f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,2 @@
-.vscode/
-dist
-node_modules
-package-lock.json
+.venv
+__pycache__
diff --git a/LICENSE.txt b/LICENSE.txt
index 8af4e5e..bef32b7 100644
--- a/LICENSE.txt
+++ b/LICENSE.txt
@@ -198,4 +198,4 @@
    distributed under the License is distributed on an "AS IS" BASIS,
    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    See the License for the specific language governing permissions and
-   limitations under the License.
+   limitations under the License.
\ No newline at end of file
diff --git a/README.md b/README.md
index 6414520..d995d72 100644
--- a/README.md
+++ b/README.md
@@ -1,44 +1,490 @@
-# Orchestration-nodejs
+# [Soulmachines](https://www.soulmachines.com/) Orchestration-fastapi
 
-This is an example orchestration server implementation using Node JS.
-It is set up to be used as a conversation server.
+## Table of Contents
 
-## Install
-Run to install the project's dependencies.
-```sh
-npm install
+* [About Soulmachines](#about-soulmachines)
+* [About Project](#about-project)
+* [Directory Structure](#directory-structure)
+* [How It Works](#how-it-works)
+
+  * [1. Welcome](#1-welcome)
+  * [2. Fallback](#2-fallback)
+  * [3. Show Card](#3-show-card)
+  * [4. Echo](#4-echo)
+  * [Flowchart](#flowchart)
+* [Code Modifications](#code-modifications)
+
+  * [Fallback Responses](#fallback-responses)
+* [Example of Raw Message Handling](#example-of-raw-message-handling)
+* [ConversationRequest Handling](#conversationrequest-handling)
+* [ConversationResponse Handling](#conversationresponse-handling)
+
+  * [ConversationResponse Examples](#conversationresponse-examples)
+
+    * [1. Initial Welcome](#1-initial-welcome)
+    * [2. Echo Response](#2-echo-response)
+    * [3. Show Card](#3-show-card-1)
+* [Running The Code](#running-the-code)
+* [Connecting on Soul Machine](#connecting-on-soul-machine)
+* [Orchestration Settings](#orchestration-settings)
+
+  * [Option 1: Globally](#option-1-globally)
+  * [Option 2: Locally](#option-2-locally)
+* [Deploying the Avatar](#deploying-the-avatar)
+* [Important Tip](#important-tip)
+* [License](#license)
+
+---
+
+## About Soulmachines
+
+Soul Machines is a leading innovator in humanizing AI experiences. We leverage our cutting-edge, patented Biological AI technology to transform highly personalized digital connections with a commitment to making AI accessible and ethical for all.
+
+## About Project
+
+This repository contains an example orchestration server implementation using Python FastAPI. It is designed to act as a conversation server.
+
+---
+
+## Directory Structure
+
+```
+📦 soulmachines-orchestration-fastapi
+┣ 📂 src
+┃ ┣ 📜 controller.py
+┃ ┣ 📜 models.py
+┃ ┣ 📜 server.py
+┃ ┗ 📜 __init__.py
+┣ 📜 .env
+┣ 📜 .gitignore
+┣ 📜 LICENSE.txt
+┣ 📜 pyproject.toml
+┣ 📜 README.md
+┗ 📜 uv.lock
 ```
 
-## Run
-Run the dev npm script for development, it will automatically re-start and update as you make any code changes:
+---
 
-```sh
-npm run dev
+## How It Works
+
+In the code, we set up a Soul Machines orchestration endpoint that handles four cases:
+
+### 1. Welcome
+
+If the conversation has just started, the server replies with:
+
+```txt
+"Hi there!"
 ```
 
-You can change the server port by editing the `.env` file.
+### 2. Fallback
 
-## License
+If the incoming message starts with “why”, it replies with:
+
+```txt
+"I do not know how to answer that"
+```
+
+The response is flagged as a fallback (see “Fallback Responses” below).
+
+### 3. Show Card
+
+If the user says “show card”, the server returns a kitten image, for example:
+
+![Kitten](https://github.com/user-attachments/assets/e5c86846-8d03-41a2-b0ec-cadbbe20db63)
+
+### 4. Echo
+
+For any other input, the server echoes back the user’s message:
+
+```python
+input = {"text": req.input["text"]}
+output = {"text": f"Echo: {req.input['text']}"}
+```
+
+#### Flowchart
+
+```mermaid
+graph LR
+    Client((Client)) -->|WebSocket| Server((FastAPI Server))
+
+    subgraph Server
+        WS[WebSocket /ws] --> Handler[Message Handler]
+        Handler --> Builder[Response Builder]
+        Builder --> WS
+    end
+
+    subgraph Cases
+        Welcome[“Hi there!”]
+        Fallback[“I do not know how to answer that”]
+        Cards[Show kitten image]
+        Echo[Echo user input]
+    end
+
+    Builder -->|kind=init| Welcome
+    Builder -->|text starts with “why”| Fallback
+    Builder -->|text is “show card”| Cards
+    Builder -->|otherwise| Echo
+
+    style Client fill:#81d4fa,stroke:#000000,stroke-width:1px,color:#000000
+    style Server fill:#81d4fa,stroke:#000000,stroke-width:1px,color:#000000
+    style Cases fill:#81d4fa,stroke:#000000,stroke-width:1px,color:#000000
+    linkStyle default stroke:#ffffff,stroke-width:2px
+```
+
+---
+
+## Code Modifications
+
+You can customize responses by editing the `handle_request()` function in `src/controller.py`.
+
+* **File:** `src/controller.py`
+* **Function:** `handle_request()`
+
+By default, it:
+
+1. Checks if this is the first message and sends a welcome message.
+2. Flags a fallback if the text starts with “why”.
+3. Sends a kitten image if the text is “show card”.
+4. Echoes the input otherwise.
+
+### Fallback Responses
+
+You can mark any response as a fallback. This is useful when using LLM-powered skills in your DDNA Studio project. If a fallback response is detected, the Soul Machines system can redirect the request to a fallback skill for a more appropriate answer.
+
+Example in `controller.py`:
+
+```python
+# Flag fallback response (handled by skills in the project)
+if req.input.text.lower().startswith('why'):
+    resp.output.text = 'I do not know how to answer that'
+    resp.fallback = True
+```
+
+---
+
+## Example of Raw Message Handling
+
+When the first raw message is received, it is being logged as:
+
+```python
+print("Raw message received:", raw)
+```
+
+The json returned will have following schema:
+
+```python
+class SMMessage(BaseModel):
+    body: Dict[str, Any]
+    category: str
+    kind: str
+    name: str
+```
+
+Example raw message JSON:
+
+```json
+{
+  "body": {
+    "session": {
+      "meta": {
+        "SessionOfferWaitTime": 0,
+        "features": {
+          "videoStartedEvent": true
+        },
+        "headers": {
+          "Accept-Language": ["en-US,en;q=0.9"],
+          "User-Agent": ["Mozilla/5.0 ... Safari/537.36"]
+        },
+        "keyName": "sm-ddna-fundamental--henryai",
+        "publicDns": "dh-neu-prod-dp-vmss0003rw.az.sm-int.cloud",
+        "redisKey": "dh-neu-prod",
+        "region": "northeurope",
+        "sceneId": 1,
+        "server": "DH-NEu-Prod-DP-VMSS0003RW",
+        "soulId": "ddna-fundamental--henryai",
+        "user": {}
+      },
+      "sessionId": "01adf224-7d19-4ab4-935a-3f47b2250e10",
+      "state": "offered",
+      "userInfo": ""
+    }
+  },
+  "category": "scene",
+  "kind": "event",
+  "name": "state"
+}
+```
+
+> The `sessionId` will come in handy as this value will be sent to the browser when embedding your Soul Machine on your site.
+
+---
+
+## ConversationRequest Handling
+
+When the first raw message is received, it is being logged as:
+
+```python
+if msg.name == "conversationRequest":
+```
+
+The json returned will have following schema:
+
+```python
+    class ConversationRequest(BaseModel):
+        input: Dict[str, str]
+        optionalArgs: Optional[Dict[str, Any]] = None
+        variables: Optional[Dict[str, Any]] = None
+```
+
+Example `conversationRequest` JSON:
+
+```json
+{
+  "body": {
+    "input": {
+      "text": ""
+    },
+    "optionalArgs": {
+      "kind": "init",
+      "speakResults": true
+    },
+    "personaId": "1",
+    "variables": {
+      "Current_Time": "11 44 in the morning",
+      "FacePresent": null,
+      "PersonaTurn_IsAttentive": null,
+      "PersonaTurn_IsTalking": null,
+      "Persona_Turn_Confusion": null,
+      "Persona_Turn_Negativity": null,
+      "Persona_Turn_Positivity": null,
+      "Skill_Config": {},
+      "Turn_Id": "0c501954-a670-488f-8eba-f023ddc374cc",
+      "UserTurn_IsAttentive": null,
+      "UserTurn_IsTalking": null,
+      "User_Turn_Confusion": null,
+      "User_Turn_Negativity": null,
+      "User_Turn_Positivity": null,
+      "is_speaking": false
+    }
+  },
+  "category": "scene",
+  "kind": "event",
+  "name": "conversationRequest"
+}
+```
 
-Soul Machines Orchestration Nodejs is available under the Apache License, Version 2.0. See the [LICENSE.txt](./LICENSE.txt) file for more info.
+---
 
-## Modify it
+## ConversationResponse Handling
 
-You can edit the `handleRequest()` function in `controller.ts`.
-The example takes the input from the conversation request and sends an "echo" conversation response. It also shows examples of how to set up a welcome message, a fallback response (this can be useful if you have other skills configured in your DDNA Studio project), and a response with SM content cards.
+this is the json that is being sent to websocket of soulmachines.
 
-### Fallback responses
+```python
+class ConversationResponse(BaseModel):
+    input: Optional[Dict[str, str]] = None
+    output: Dict[str, str]
+    variables: Optional[Dict[str, Any]] = None
+    fallback: Optional[bool] = None
+```
+
+### ConversationResponse Examples
+
+#### 1. Initial Welcome
+
+```json
+{
+  "input": {
+    "text": ""
+  },
+  "output": {
+    "text": "Hi there!"
+  },
+  "variables": {},
+  "fallback": null
+}
+```
 
-You can flag any given conversation response as a "fallback". This can be helpful when using skills in your DDNA studio project: if a fallback response is detected, a skill in the project may be used to fulfill the original request.
+#### 2. Echo Response
 
-For example you may be using a fallback skill powered by a LLM, on top of your orchestration skill configured as a base conversation. For a given request, your orchestration server may reply with a fallback response, such as "I do not know how to answer that". If the fallback flag is set, the SM system can automatically redirect the original request to the fallback skill, producing a more appropriate answer.
+```json
+{
+  "input": {
+    "text": "hello hello"
+  },
+  "output": {
+    "text": "Echo: hello hello"
+  },
+  "variables": {},
+  "fallback": null
+}
+```
 
-The sample code in `controller.ts` shows an example flagging a response as fallback for any request that starts with the word "why":
+#### 3. Show Card
 
-```ts
-// Set fallback response example (can be handled by skills in the project)
-if (req.input.text.toLowerCase().startsWith('why')) {
-    resp.output.text = 'I do not know how to answer that';
-    resp.fallback = true;
+```json
+{
+  "input": {
+    "text": "show card"
+  },
+  "output": {
+    "text": "Here is a cat @showcards(cat)"
+  },
+  "variables": {
+    "public-cat": {
+      "component": "image",
+      "data": {
+        "alt": "A cute kitten",
+        "url": "https://img.freepik.com/premium-photo/little-kitten-wrapped-beige-knitted-scarf-shop-goods-cats_132375-1602.jpg?semt=ais_hybrid&w=740"
+      }
+    }
+  },
+  "fallback": null
 }
 ```
+
+---
+
+## Running The Code
+
+Clong the repository
+
+```sh
+git clone https://github.com/mubashirsidiki/soulmachines-orchestration-fastapi.git
+cd soulmachines-orchestration-fastapi
+```
+
+Install dependencies using `uv`:
+
+```sh
+pip install uv
+uv install
+```
+
+Start the FastAPI server:
+
+```sh
+uv run ./src/server.py
+```
+
+By default, the server listens on port `8000`. To change the port, edit the `.env` file. Once running, you can access it at:
+[http://localhost:8000/](http://localhost:8000/)
+
+---
+
+## Connecting on Soul Machine
+
+1. Create a Studio account at [Soul Machines Studio](https://studio.soulmachines.cloud/dashboard).
+
+2. Click **Create new project**.
+
+   ![Step 1](https://github.com/user-attachments/assets/f60f0b01-d9dd-4506-8bd5-0294a295ffff)
+
+3. After setup, go to the **Knowledge** section and click **Replace conversation**.
+
+   ![Step 2](https://github.com/user-attachments/assets/2e783a36-0d11-4215-94ef-b3c4160e1c70)
+
+4. Select **Orchestration Server (Websocket) Skill**.
+
+   ![Step 3](https://github.com/user-attachments/assets/d64f6e02-3135-4384-9b19-d779336bbb0e)
+
+5. Click **Replace Conversation**.
+
+   ![Step 4](https://github.com/user-attachments/assets/367f879f-b85e-4e4b-8528-6f7be389a248)
+
+6. Delete the **Additional skills** section if present.
+
+   ![Step 5](https://github.com/user-attachments/assets/838e611d-c710-4531-8378-168fca35d69f)
+
+---
+
+## Orchestration Settings
+
+Go to the **Orchestration** tab:
+
+![Orchestration Tab](https://github.com/user-attachments/assets/49188cde-bf14-4e17-a261-81e60623b8ea)
+
+### Option 1: Globally
+
+1. Expose port 8000 to the internet.
+2. In a new terminal (while the FastAPI server is running), run:
+
+   ```sh
+   ngrok http 8000
+   ```
+3. Copy the public link provided by ngrok (e.g., `https://xxxxxxx.ngrok-free.app`).
+4. Update the Orchestration server URL to:
+
+   ```txt
+   wss://<your-ngrok-link>/ws
+   ```
+5. Paste this into the **Orchestration server URL** field.
+
+   ![Global Setup](https://github.com/user-attachments/assets/e7dbdcf2-40e1-4000-97cf-47819cee56b7)
+
+### Option 2: Locally
+
+1. In the **Orchestration** section, enable “I’m developing locally”.
+
+   ![Local Toggle](https://github.com/user-attachments/assets/d267307e-8f86-453d-80cb-0531667ad123)
+
+2. Two text boxes appear:
+
+   * **Orchestration server URL**:
+
+     ```txt
+     http://localhost:8000
+     ```
+
+   * **Public IP Address & Subnet Mask**:
+
+     1. Visit [whatismyipaddress.com](https://whatismyipaddress.com/) and copy your IPv4/IPv6 (e.g., `192.168.0.1`).
+
+     2. Run `ipconfig` (Windows) or `ifconfig` (macOS/Linux) to find your subnet mask (e.g., `255.255.255.0`).
+
+     3. Convert to CIDR notation using:
+
+        | Subnet Mask     | CIDR | Usable Hosts |
+        | --------------- | ---- | ------------ |
+        | 255.0.0.0       | /8   | 16,777,214   |
+        | 255.255.0.0     | /16  | 65,534       |
+        | 255.255.255.0   | /24  | 254          |
+        | 255.255.255.128 | /25  | 126          |
+        | 255.255.255.192 | /26  | 62           |
+        | 255.255.255.240 | /28  | 14           |
+        | 255.255.255.255 | /32  | 1            |
+
+     4. Combine IP and CIDR (e.g., `192.168.0.1/24`) and paste into the **Public IP Address & Subnet Mask** field.
+
+        ![Local Setup](https://github.com/user-attachments/assets/c86ba0af-23ce-4eed-8ca5-81b531b53b62)
+
+---
+
+## Deploying the Avatar
+
+1. In the right-hand preview pane (where your agent appears), click **Save**.
+
+   ![Save Avatar](https://github.com/user-attachments/assets/047d5292-ce83-4d0a-8fa2-b69ce4de5895)
+
+2. After a few moments, you’ll see a new page:
+
+   ![Deploy Prompt](https://github.com/user-attachments/assets/37ebc2df-463d-4737-81b0-602d2286c34c)
+
+3. Click **Deploy**.
+
+4. Open your avatar in a new tab using **Open in new tab**.
+
+5. You can now interact with your fully deployed agent.
+
+---
+
+## Important Tip
+
+If you change the orchestration link, first **undeploy** the avatar, then **deploy** again. Changes won’t take effect by just saving.
+
+---
+
+## License
+
+Soul Machines Orchestration FastAPI is available under the Apache License, Version 2.0.
+See [LICENSE.txt](./LICENSE.txt) for details.
diff --git a/nodemon.json b/nodemon.json
deleted file mode 100644
index 8511710..0000000
--- a/nodemon.json
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-    "watch": ["src"],
-    "ext": "ts",
-    "ignore": ["src/**/*.spec.ts", ".env"],
-    "exec": "ts-node ./src/server.ts"
-}
\ No newline at end of file
diff --git a/package.json b/package.json
deleted file mode 100644
index 0cee908..0000000
--- a/package.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-  "name": "orchestration-nodejs",
-  "version": "1.0.0",
-  "description": "Basic orchestration sever implementation example, using NodeJS",
-  "main": "index.js",
-  "scripts": {
-    "build": "tsc",
-    "dev": "nodemon -L",
-    "start": "node dist/server.js",
-    "test": "echo \"Error: no test specified\" && exit 1"
-  },
-  "author": "",
-  "license": "ISC",
-  "devDependencies": {
-    "@types/express": "^4.17.17",
-    "@types/ws": "^8.5.5",
-    "nodemon": "^3.0.1",
-    "ts-node": "^10.9.1",
-    "typescript": "^5.2.2"
-  },
-  "dependencies": {
-    "dotenv": "^16.3.1",
-    "express": "^4.18.2",
-    "ws": "^8.13.0"
-  }
-}
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..55b84be
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,24 @@
+[project]
+name = "orchestration-fastapi"
+version = "0.1.0"
+description = "FastAPI orchestration service"
+requires-python = ">=3.9"
+dependencies = [
+    "fastapi==0.111.0",
+    "uvicorn[standard]==0.30.1",
+    "python-dotenv==1.0.1",
+    "pydantic==2.7.1",
+    "watchfiles==1.0.5",
+    "websockets==15.0.1"
+]
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["app"]
+
+[tool.ruff]
+line-length = 88
+target-version = "py39"
diff --git a/src/__init__.py b/src/__init__.py
new file mode 100644
index 0000000..c18db44
--- /dev/null
+++ b/src/__init__.py
@@ -0,0 +1,3 @@
+"""
+Orchestration FastAPI package
+""" 
\ No newline at end of file
diff --git a/src/controller.py b/src/controller.py
new file mode 100644
index 0000000..d97f820
--- /dev/null
+++ b/src/controller.py
@@ -0,0 +1,87 @@
+# Copyright 2024 Soul Machines Ltd
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from typing import Any
+from fastapi import WebSocket
+from models import (
+    SMMessage,
+    ConversationRequest,
+    ConversationResponse,
+)
+
+
+async def handle_message(ws: WebSocket, raw: str) -> None:
+    try:
+        print("Raw message received:", raw)  # Debug log
+        msg: SMMessage = SMMessage.model_validate_json(raw)
+    except Exception as e:
+        print("Unrecognized message:", raw)
+        print("Error:", str(e))  # Debug log
+        return
+
+    # Only process conversation requests
+    if msg.name == "conversationRequest":
+        try:
+            req = ConversationRequest(**msg.body)
+            resp = build_response(req)
+            await send_message(ws, resp)
+        except Exception as e:
+            print("Failed to process conversation request:", str(e))
+            print("Message body:", msg.body)
+    else:
+        # Log other message types but don't process them
+        print(f"Received {msg.name} message, skipping processing")
+
+
+
+def build_response(req: ConversationRequest) -> ConversationResponse:
+    print("Conv request:", req.model_dump())
+
+    # Set a simple echo response
+    resp = ConversationResponse(
+        input={"text": req.input["text"]},
+        output={"text": f"Echo: {req.input['text']}"},
+        variables={},
+    )
+
+    # Handle welcome message
+    if req.optionalArgs and req.optionalArgs.get("kind") == "init":
+        resp.output["text"] = "Hi there!"
+
+    # Set fallback response example (can be handled by skills in the project)
+    if req.input["text"].lower().startswith("why"):
+        resp.output["text"] = "I do not know how to answer that"
+        resp.fallback = True
+
+    # SM content cards example
+    if req.input["text"].lower() == "show card":
+        resp.output["text"] = "Here is a cat @showcards(cat)"
+        resp.variables["public-cat"] = {
+            "component": "image",
+            "data": {
+                "alt": "A cute kitten",
+                "url": "https://img.freepik.com/premium-photo/little-kitten-wrapped-beige-knitted-scarf-shop-goods-cats_132375-1602.jpg?semt=ais_hybrid&w=740",
+            },
+        }
+
+    return resp
+
+async def send_message(ws: WebSocket, resp: ConversationResponse) -> None:
+    wrapper = SMMessage(
+        category="scene",
+        kind="request",
+        name="conversationResponse",
+        body=resp.model_dump(mode="python"),
+    )
+    await ws.send_text(wrapper.model_dump_json())
\ No newline at end of file
diff --git a/src/controller.ts b/src/controller.ts
deleted file mode 100644
index 01644cf..0000000
--- a/src/controller.ts
+++ /dev/null
@@ -1,75 +0,0 @@
-//Copyright 2024 Soul Machines Ltd
-
-//Licensed under the Apache License, Version 2.0 (the "License");
-//you may not use this file except in compliance with the License.
-//You may obtain a copy of the License at
-
-//http://www.apache.org/licenses/LICENSE-2.0
-
-//Unless required by applicable law or agreed to in writing, software
-//distributed under the License is distributed on an "AS IS" BASIS,
-//WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-//See the License for the specific language governing permissions and
-//limitations under the License.
-
-import { ConversationRequest, ConversationResponse, SMmessage } from 'interfaces';
-import * as WebSocket from 'ws';
-
-export function handleMessage(ws: WebSocket, message: any) {
-    try {
-        const msg: SMmessage = JSON.parse(message);
-        if (msg.name == 'conversationRequest') {
-            let request: ConversationRequest = msg.body as ConversationRequest;
-            handleRequest(ws, request);
-        }
-    } catch {
-        console.log('Unrecognized message: ', message);
-    }
-}
-
-export function handleRequest(ws: WebSocket, req: ConversationRequest) {
-    console.log('Conv request: ', req);
-
-    // Set a simple response
-    let resp : ConversationResponse = {
-        input: { text: req.input.text },
-        output: { text: `Echo: ${req.input.text}` },
-        variables: {}
-    };
-
-    // Handle welcome message
-    if (req.optionalArgs?.kind == 'init') {
-        resp.output.text = 'Hi there!';
-    }
-
-    // Set fallback response example (can be handled by skills in the project)
-    if (req.input.text.toLowerCase().startsWith('why')) {
-        resp.output.text = 'I do not know how to answer that';
-        resp.fallback = true;
-    }
-
-    // SM content cards example
-    if (req.input.text.toLowerCase() == 'show card') {
-        resp.output.text = 'Here is a cat @showcards(cat)';
-        resp.variables['public-cat'] = {
-            'component': 'image',
-            'data': {
-                'alt': 'A cute kitten',
-                'url': 'https://placekitten.com/300/300'
-            }
-        };
-    }
-
-    sendMessage(ws, resp);
-}
-
-function sendMessage(ws: WebSocket, resp: ConversationResponse) {
-    let message: SMmessage = {
-        category: 'scene',
-        kind: 'request',
-        name: 'conversationResponse',
-        body: resp
-    };
-
-    ws.send(JSON.stringify(message));
-}
diff --git a/src/interfaces.ts b/src/interfaces.ts
deleted file mode 100644
index ab77fa6..0000000
--- a/src/interfaces.ts
+++ /dev/null
@@ -1,33 +0,0 @@
-//Copyright 2024 Soul Machines Ltd
-
-//Licensed under the Apache License, Version 2.0 (the "License");
-//you may not use this file except in compliance with the License.
-//You may obtain a copy of the License at
-
-//http://www.apache.org/licenses/LICENSE-2.0
-
-//Unless required by applicable law or agreed to in writing, software
-//distributed under the License is distributed on an "AS IS" BASIS,
-//WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-//See the License for the specific language governing permissions and
-//limitations under the License.
-
-export interface SMmessage {
-    category: string;
-    kind: string;
-    name: string;
-    body: object;
-}
-
-export interface ConversationRequest {
-    input: { text: string };
-    variables?: { [key: string]: any; };
-    optionalArgs?: { [key: string]: any; };
-}
-
-export interface ConversationResponse {
-    input?: { text: string };
-    output: { text: string };
-    variables?: { [key: string]: any; };
-    fallback?: boolean;
-}
diff --git a/src/models.py b/src/models.py
new file mode 100644
index 0000000..28b4941
--- /dev/null
+++ b/src/models.py
@@ -0,0 +1,36 @@
+# Copyright 2024 Soul Machines Ltd
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from typing import Dict, Any, Optional
+from pydantic import BaseModel
+
+
+class SMMessage(BaseModel):
+    body: Dict[str, Any]
+    category: str
+    kind: str
+    name: str
+
+
+class ConversationRequest(BaseModel):
+    input: Dict[str, str]
+    optionalArgs: Optional[Dict[str, Any]] = None
+    variables: Optional[Dict[str, Any]] = None
+
+
+class ConversationResponse(BaseModel):
+    input: Optional[Dict[str, str]] = None
+    output: Dict[str, str]
+    variables: Optional[Dict[str, Any]] = None
+    fallback: Optional[bool] = None
diff --git a/src/server.py b/src/server.py
new file mode 100644
index 0000000..3c15597
--- /dev/null
+++ b/src/server.py
@@ -0,0 +1,45 @@
+# Copyright 2024 Soul Machines Ltd
+
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+
+# http://www.apache.org/licenses/LICENSE-2.0
+
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+import dotenv
+import uvicorn
+from controller import handle_message
+from fastapi import FastAPI, WebSocket, WebSocketDisconnect
+
+# Load environment variables from .env file
+dotenv.load_dotenv()
+PORT = int(os.getenv("FASTAPI_PORT", 8000))
+
+# Initialize application
+app = FastAPI(title="Orchestration-FastAPI")
+
+
+# WebSocket Server
+@app.websocket("/ws")
+async def websocket_endpoint(ws: WebSocket):
+    await ws.accept()
+    print("A new client connected")
+
+    try:
+        while True:
+            data = await ws.receive_text()
+            await handle_message(ws, data)
+    except WebSocketDisconnect:
+        print("Client disconnected")
+
+
+# Uviorn Server
+if __name__ == "__main__":
+    uvicorn.run(app, host="0.0.0.0", port=PORT)
\ No newline at end of file
diff --git a/src/server.ts b/src/server.ts
deleted file mode 100644
index d1a3e79..0000000
--- a/src/server.ts
+++ /dev/null
@@ -1,44 +0,0 @@
-//Copyright 2024 Soul Machines Ltd
-
-//Licensed under the Apache License, Version 2.0 (the "License");
-//you may not use this file except in compliance with the License.
-//You may obtain a copy of the License at
-
-//http://www.apache.org/licenses/LICENSE-2.0
-
-//Unless required by applicable law or agreed to in writing, software
-//distributed under the License is distributed on an "AS IS" BASIS,
-//WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-//See the License for the specific language governing permissions and
-//limitations under the License.
-
-import express from 'express';
-import * as WebSocket from 'ws';
-import { createServer } from 'http';
-import dotenv from 'dotenv';
-import { handleMessage } from './controller';
-
-// Load environment variables from .env file
-dotenv.config();
-const PORT = process.env.EXPRESS_PORT || 5050;
-
-// Initialize application
-const app = express();
-const server = createServer(app);
-
-// WebSocket Server
-const wss = new WebSocket.Server({ server });
-
-wss.on('connection', (ws: WebSocket) => {
-    console.log('A new client Connected');
-    
-    ws.on('message', (message) => {
-        handleMessage(ws, message);
-    });
-});
-
-// Express Server
-
-server.listen(PORT, () => {
-    console.log(`Server started on port ${PORT}.`);
-});
diff --git a/tsconfig.json b/tsconfig.json
deleted file mode 100644
index 84b0673..0000000
--- a/tsconfig.json
+++ /dev/null
@@ -1,13 +0,0 @@
-{
-  "compilerOptions": {
-    "baseUrl": "src",
-    "esModuleInterop": true,
-    "module": "commonjs",
-    "moduleResolution": "node",
-    "outDir": "dist",
-    "sourceMap": true,
-    "target": "es6"
-  },
-  "lib": ["es2015"],
-  "include": ["src/**/*.ts"]
-}
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..a313ff5
--- /dev/null
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@@ -0,0 +1,988 @@
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