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dmater01 · Feb 1, 2023 · b63483a · b63483a
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diff --git a/generation/langchain/handbook/01-langchain-prompt-templates.ipynb b/generation/langchain/handbook/01-langchain-prompt-templates.ipynb
@@ -1,23 +1,31 @@
 {
  "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/generation/langchain/handbook/01-langchain-prompt-templates.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/generation/langchain/handbook/01-langchain-prompt-templates.ipynb)\n",
+    "\n",
+    "# Prompt Engineering\n",
+    "\n",
+    "In this notebook we'll explore the fundamentals of prompt engineering. We'll start by installing library prerequisites."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install langchain openai cohere"
+    "!pip install langchain openai"
    ]
   },
   {
    "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Prompt Engineering\n",
-    "\n",
-    "In this notebook we'll explore the fundamentals of prompt engineering.\n",
-    "\n",
     "## Structure of a Prompt\n",
     "\n",
     "A prompt can consist of multiple components:\n",

diff --git a/generation/prompt-engineering.ipynb b/generation/prompt-engineering.ipynb
@@ -1,5 +1,17 @@
 {
  "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/generation/prompt-engineering.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/generation/prompt-engineering.ipynb)\n",
+    "\n",
+    "# Prompt Engineering\n",
+    "\n",
+    "In this notebook we'll explore the fundamentals of prompt engineering. We'll start by installing the `openai` library, which we'll be using throughout these examples. However, note that we can use other LLMs here, like those offered by Cohere or open source alternatives available via Hugging Face."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -14,10 +26,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Prompt Engineering\n",
-    "\n",
-    "In this notebook we'll explore the fundamentals of prompt engineering.\n",
-    "\n",
     "## Structure of a Prompt\n",
     "\n",
     "A prompt can consist of multiple components:\n",