diff --git a/README.md b/README.md
index 71f76a11..2e5e13cc 100644
--- a/README.md
+++ b/README.md
@@ -38,6 +38,11 @@ Book a [1-on-1 Session with Kye](https://calendly.com/swarm-corp/30min), the Cre
 ## Usage
 We have a small gallery of examples to run here, [for more check out the docs to build your own agent and or swarms!](https://docs.apac.ai)
 
+### Basic Example
+
++ <a target="_blank" href="https://colab.research.google.com/github/kyegomez/swarms/blob/master/swarms_example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
+Run example in Colab, using your OpenAI API key. 
+
 ### `Flow` Example
 - Reliable Structure that provides LLMS autonomy
 - Extremely Customizeable with stopping conditions, interactivity, dynamical temperature, loop intervals, and so much more
diff --git a/swarms_example.ipynb b/swarms_example.ipynb
new file mode 100644
index 00000000..49ea5104
--- /dev/null
+++ b/swarms_example.ipynb
@@ -0,0 +1,111 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "private_outputs": true,
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "cs5RHepmhkEh"
+      },
+      "outputs": [],
+      "source": [
+        "!pip3 install swarms"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Copied from the repo, example.py\n",
+        "Enter your OpenAI API key here."
+      ],
+      "metadata": {
+        "id": "-d9k3egzgp2_"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from swarms.models import OpenAIChat\n",
+        "from swarms.structs import Flow\n",
+        "\n",
+        "api_key = \"\"\n",
+        "\n",
+        "# Initialize the language model, this model can be swapped out with Anthropic, ETC, Huggingface Models like Mistral, ETC\n",
+        "llm = OpenAIChat(\n",
+        "    # model_name=\"gpt-4\"\n",
+        "    openai_api_key=api_key,\n",
+        "    temperature=0.5,\n",
+        "    # max_tokens=100,\n",
+        ")\n",
+        "\n",
+        "\n",
+        "## Initialize the workflow\n",
+        "flow = Flow(\n",
+        "    llm=llm,\n",
+        "    max_loops=5,\n",
+        "    dashboard=True,\n",
+        "    # tools = [search_api, slack, ]\n",
+        "    # stopping_condition=None,  # You can define a stopping condition as needed.\n",
+        "    # loop_interval=1,\n",
+        "    # retry_attempts=3,\n",
+        "    # retry_interval=1,\n",
+        "    # interactive=False,  # Set to 'True' for interactive mode.\n",
+        "    # dynamic_temperature=False,  # Set to 'True' for dynamic temperature handling.\n",
+        ")\n",
+        "\n",
+        "# out = flow.load_state(\"flow_state.json\")\n",
+        "# temp = flow.dynamic_temperature()\n",
+        "# filter = flow.add_response_filter(\"Trump\")\n",
+        "out = flow.run(\n",
+        "    \"Generate a 10,000 word blog on mental clarity and the benefits of meditation.\"\n",
+        ")\n",
+        "# out = flow.validate_response(out)\n",
+        "# out = flow.analyze_feedback(out)\n",
+        "# out = flow.print_history_and_memory()\n",
+        "# # out = flow.save_state(\"flow_state.json\")\n",
+        "# print(out)"
+      ],
+      "metadata": {
+        "id": "K1Sbq4UkgVjk"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Look at the log, which may be empty."
+      ],
+      "metadata": {
+        "id": "6VtgQ0F4BNc-"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!cat errors.txt"
+      ],
+      "metadata": {
+        "id": "RqL5LL3xBLWR"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
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