diff --git a/swarms/memory/embed.py b/swarms/memory/embed.py
new file mode 100644
index 00000000..43f48a9a
--- /dev/null
+++ b/swarms/memory/embed.py
@@ -0,0 +1,11 @@
+# This file contains the function that embeds the input into a vector
+from chromadb import EmbeddingFunction
+
+
+def openai_embed(self, input, api_key, model_name):
+    openai = EmbeddingFunction.OpenAIEmbeddingFunction(
+        api_key=api_key,
+        model_name=model_name
+    )
+    embedding = openai(input)
+    return embedding
\ No newline at end of file
diff --git a/swarms/tools/stt.py b/swarms/tools/stt.py
index c442dd03..cf260be0 100644
--- a/swarms/tools/stt.py
+++ b/swarms/tools/stt.py
@@ -1,9 +1,10 @@
-#speech to text
+#speech to text tool
 
 import os
 from pydub import AudioSegment
 from pytube import YouTube
 import whisperx
+import subprocess
 
 class SpeechToText:
     def __init__(
@@ -30,6 +31,13 @@ class SpeechToText:
         self.compute_type = compute_type
         self.hf_api_key = hf_api_key
     
+    def install(self):
+        subprocess.run(["pip", "install", "whisperx"])
+        subprocess.run(["pip", "install", "pytube"])
+        subprocess.run(["pip", "install", "pydub"])
+        
+
+    
     def download_youtube_video(self):
         audio_file = f'video.{self.audio_format}'
         
diff --git a/swarms/workers/worker_ultra_node.py b/swarms/workers/worker_ultra_node.py
index c9331bba..143009bf 100644
--- a/swarms/workers/worker_ultra_node.py
+++ b/swarms/workers/worker_ultra_node.py
@@ -1,23 +1,29 @@
+import logging
 import os
 import re
-import logging
 from pathlib import Path
 from typing import Dict, List
 
 from swarms.agents.utils.agent_creator import AgentCreator
-from swarms.utils.main import BaseHandler, FileHandler, FileType
-from swarms.tools.main import ExitConversation, RequestsGet, CodeEditor, Terminal
-from swarms.utils.main import CsvToDataframe
-from swarms.tools.main import BaseToolSet
-from swarms.utils.main import StaticUploader
+from swarms.tools.main import (
+    BaseToolSet,
+    CodeEditor,
+    ExitConversation,
+    RequestsGet,
+    Terminal,
+)
+from swarms.utils.main import (
+    BaseHandler,
+    CsvToDataframe,
+    FileHandler,
+    FileType,
+    StaticUploader,
+)
 
 logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
-
 BASE_DIR = Path(__file__).resolve().parent.parent
-
 # Check if "PLAYGROUND_DIR" environment variable exists, if not, set a default value
 playground = os.environ.get("PLAYGROUND_DIR", './playground')
-
 # Ensure the path exists before changing the directory
 os.makedirs(BASE_DIR / playground, exist_ok=True)
 
@@ -45,8 +51,14 @@ class WorkerUltraNode:
 
         if os.environ.get("USE_GPU", False):
             import torch
-            from swarms.tools.main import ImageCaptioning
-            from swarms.tools.main import ImageEditing, InstructPix2Pix, Text2Image, VisualQuestionAnswering
+
+            from swarms.tools.main import (
+                ImageCaptioning,
+                ImageEditing,
+                InstructPix2Pix,
+                Text2Image,
+                VisualQuestionAnswering,
+            )
 
             if torch.cuda.is_available():
                 toolsets.extend(