notebooks/LangGraph_Reflect.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reflection Agents\n",
    "Inspiration: https://blog.langchain.dev/reflection-agents/\n",
    "\n",
    "Reflection Agents consists of two basic components:\n",
    "\n",
    "1. A **generator**, which is really any agent able to accomplish a task, with or without tools.\n",
    "2. A **reflector**, which offers criticism and feedback to the generator to have it re-try with advice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = 'sk-***'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A simple Agent - Writing Linkedin Posts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YxTG7Kk2xZhm",
    "outputId": "e08810b4-d44d-4fb6-d3e7-6dad5c406ad8"
   },
   "outputs": [],
   "source": [
    "from langchain_core.messages import AIMessage, BaseMessage, HumanMessage\n",
    "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n",
    "from langchain_openai import ChatOpenAI\n",
    "\n",
    "prompt = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        (\n",
    "            \"system\",\n",
    "            \"You write engaging Linkedin Posts.\"\n",
    "        ),\n",
    "        MessagesPlaceholder(variable_name=\"messages\"),\n",
    "    ]\n",
    ")\n",
    "\n",
    "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
    "\n",
    "generate = prompt | llm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "request = \"Write one about me completing day one of filming my AI agent course\"\n",
    "first_draft_response = generate.invoke({\"messages\": [(\"user\", request)]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "🎬✨ Exciting News! ✨🎬\n",
      "\n",
      "Today marked Day One of filming my AI Agent Course, and I couldn't be more thrilled! 🚀 The journey to share my passion for AI and its transformative potential has officially begun.\n",
      "\n",
      "From scripting to shooting, every moment was filled with creativity, challenges, and a lot of learning. I can't wait to dive deeper into the fascinating world of AI agents and help others harness this technology to innovate and solve real-world problems.\n",
      "\n",
      "A huge thank you to everyone who has supported me on this journey so far! Your encouragement means the world. 🙏\n",
      "\n",
      "Stay tuned for updates and sneak peeks as we continue this adventure together. Here’s to the exciting road ahead! 🎉💻 #AIAgentCourse #FilmingDay1 #AI #LearningJourney #Innovation #StayTuned\n"
     ]
    }
   ],
   "source": [
    "print(first_draft_response.content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reflecting on our agent's work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "reflection_prompt = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        (\n",
    "            \"system\",\n",
    "            \"You are a marketing strategist looking over social media posts. Generate critique and recommendations for the user's post.\"\n",
    "            \" Provide detailed recommendations on things including length, style, etc.\",\n",
    "        ),\n",
    "        MessagesPlaceholder(variable_name=\"messages\"),\n",
    "    ]\n",
    ")\n",
    "reflect = reflection_prompt | llm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "reflection = reflect.invoke({\"messages\": [(\"user\", request), (\"user\", first_draft_response.content)]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**Critique of Your Post:**\n",
      "\n",
      "1. **Length:** The post is relatively well-sized for social media. It captures excitement without being overly verbose. However, it might benefit from slight condensing to sharpen the focus, especially in the opening lines.\n",
      "\n",
      "2. **Style and Tone:** The tone is enthusiastic and personal, which is great for engaging your audience. The use of emojis adds a fun, modern touch. However, consider using fewer emojis to maintain a professional tone, especially if your target audience includes industry professionals.\n",
      "\n",
      "3. **Clarity and Structure:** The post flows well but could be improved with clearer sections. Breaking it into smaller paragraphs or using bullet points for key takeaways might enhance readability.\n",
      "\n",
      "4. **Call to Action:** While you mention staying tuned, it could be more explicit. Encourage your audience to engage with you, whether it's by asking questions, sharing their thoughts on AI, or following your journey more closely.\n",
      "\n",
      "5. **Hashtags:** The hashtags are relevant, but they could be more targeted. Consider including one or two more niche hashtags that pertain specifically to AI education or online learning platforms to reach a more specific audience.\n",
      "\n",
      "**Recommendations:**\n",
      "\n",
      "1. **Condense the Opening:** Start with a shorter, punchier sentence that captures the excitement. For example:\n",
      "   - \"Thrilled to announce that I've officially kicked off filming my AI Agent Course!\" \n",
      "\n",
      "2. **Enhance Readability:** Use bullet points for key highlights:\n",
      "   - \"Key moments from Day One:\n",
      "     - Scripted engaging content\n",
      "     - Navigated filming challenges\n",
      "     - Embraced the learning process\"\n",
      "\n",
      "3. **Strengthen the Call to Action:** Encourage interaction:\n",
      "   - \"What are you most curious about in the world of AI? Drop your questions in the comments, and let's explore together!\"\n",
      "\n",
      "4. **Refine Hashtags:** Use a mix of broad and niche hashtags. For example:\n",
      "   - #AIAgentCourse #AI #EdTech #OnlineLearning #InnovateWithAI\n",
      "\n",
      "5. **Visual Content:** If possible, include a behind-the-scenes photo or a short video clip from Day One. Visual content can significantly increase engagement and provide a more personal touch.\n",
      "\n",
      "6. **Follow-Up Engagement:** Consider planning a follow-up post or story to share more specific insights or challenges faced during filming. This could keep your audience engaged and curious about the ongoing process.\n",
      "\n",
      "**Revised Example Post:**\n",
      "\n",
      "🎬 Exciting News! 🎬\n",
      "\n",
      "I’ve officially kicked off filming my AI Agent Course! 🚀 \n",
      "\n",
      "**Key moments from Day One:**\n",
      "- Scripted engaging content\n",
      "- Navigated filming challenges\n",
      "- Embraced the learning process\n",
      "\n",
      "I’m eager to dive deeper into how AI can innovate and solve real-world problems. A huge thank you to everyone for your support—it truly means the world! 🙏\n",
      "\n",
      "What are you most curious about in the world of AI? Drop your questions below, and let’s explore together! \n",
      "\n",
      "Stay tuned for updates and sneak peeks as we continue this adventure! 🎉💻 \n",
      "\n",
      "#AIAgentCourse #AI #EdTech #OnlineLearning #InnovateWithAI\n",
      "\n",
      "---\n",
      "\n",
      "This revision maintains your original enthusiasm while enhancing clarity and engagement.\n"
     ]
    }
   ],
   "source": [
    "print(reflection.content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Turning this loop into a graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Annotated, List, Sequence\n",
    "from langgraph.graph import END, StateGraph, START\n",
    "from langgraph.graph.message import add_messages\n",
    "from typing_extensions import TypedDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<langgraph.graph.state.StateGraph at 0x1205ca750>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class State(TypedDict):\n",
    "    messages: Annotated[list, add_messages]\n",
    "    \n",
    "def generation_node(state: State) -> State:\n",
    "    return {\"messages\": [generate.invoke(state[\"messages\"])]}\n",
    "\n",
    "\n",
    "def reflection_node(state: State) -> State:\n",
    "    # Other messages we need to adjust\n",
    "    # First message is the original user request. We hold it the same for all nodes and use the most recent iteration\n",
    "    translated = [state[\"messages\"][0], HumanMessage(content=state[\"messages\"][-1].content)]\n",
    "    res = reflect.invoke(translated)\n",
    "    # We treat the output of this as human feedback for the generator\n",
    "    return {\"messages\": [HumanMessage(content=res.content)]}\n",
    "\n",
    "\n",
    "builder = StateGraph(State)\n",
    "builder.add_node(\"generate\", generation_node)\n",
    "builder.add_node(\"reflect\", reflection_node)\n",
    "builder.add_edge(START, \"generate\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "def should_continue(state: State):\n",
    "    if len(state[\"messages\"]) >= 6:\n",
    "        # End after 2 reflections\n",
    "        return END\n",
    "    return \"reflect\"\n",
    "\n",
    "\n",
    "builder.add_conditional_edges(\"generate\", should_continue)\n",
    "builder.add_edge(\"reflect\", \"generate\")\n",
    "graph = builder.compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compile the graph\n",
    "from IPython.display import Image, display\n",
    "\n",
    "display(Image(graph.get_graph().draw_mermaid_png()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "At Node: generate. Output: 🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I couldn't be more thrilled! 🎉✨\n",
      "\n",
      "After months of planning, brainstorming, and structuring the content, it's incredible to see it all come to life. I’ve poured my passion for artificial intelligence into this course, and I’m eager to share insights that can empower others to harness the potential of AI agents in their own projects.\n",
      "\n",
      "Filming was a blend of exhilarating and nerve-wracking moments, but each take brought me closer to my vision. I can't wait to see how this journey unfolds and to share it with all of you!\n",
      "\n",
      "A special shoutout to my amazing crew for their support and expertise! 🙌 \n",
      "\n",
      "Stay tuned for more updates as we continue this adventure. Let’s embrace the future of AI together! 💡🤖\n",
      "\n",
      "#AI #Filming #CourseCreation #LearningJourney #Innovation #ArtificialIntelligence\n",
      "----\n",
      "At Node: reflect. Output: **Critique of the Post:**\n",
      "\n",
      "Overall, your post has a positive energy and effectively conveys your excitement about starting the filming of your AI Agent course. However, there are a few areas where you can improve clarity, engagement, and overall impact.\n",
      "\n",
      "**Recommendations:**\n",
      "\n",
      "1. **Length:**\n",
      "   - While the post is not excessively long, consider breaking it into shorter paragraphs or bullet points to improve readability. Social media users often skim content, so making it visually digestible can help convey your message more effectively.\n",
      "\n",
      "2. **Style:**\n",
      "   - The use of emojis adds a fun element, but be cautious not to overdo it. Too many emojis can distract from the message. Aim for a balance—perhaps use one or two key emojis to emphasize excitement (like the rocket or the celebration).\n",
      "   - Consider using a more personal tone. For instance, “I couldn’t be more thrilled” could be more engaging if you added a personal touch, such as sharing a specific moment from the day that was particularly exciting or challenging.\n",
      "\n",
      "3. **Engagement:**\n",
      "   - To encourage interaction, you might want to ask a question at the end of your post. For example, “What aspects of AI are you most curious about?” This invites your audience to engage with you directly.\n",
      "   - Include a call-to-action. Encourage your audience to follow your journey by saying something like, “Follow along for behind-the-scenes insights and updates!”\n",
      "\n",
      "4. **Content Specificity:**\n",
      "   - You mention “insights that can empower others” but don’t specify what those insights are. Adding a brief mention of a unique topic or skill that will be covered in the course can pique interest and give your audience a reason to stay tuned.\n",
      "\n",
      "5. **Visual Content:**\n",
      "   - If possible, accompany your post with a behind-the-scenes photo or a short video clip from Day One of filming. Visual content tends to increase engagement and gives your audience a glimpse into your process.\n",
      "\n",
      "6. **Hashtags:**\n",
      "   - While you have relevant hashtags, consider adding a few more specific to your niche or audience, like #AIAgents #EdTech #OnlineLearning. This can help attract a more targeted audience.\n",
      "\n",
      "**Revised Example Post:**\n",
      "\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I couldn't be more thrilled! After months of planning and structuring content, it's incredible to see everything come to life. \n",
      "\n",
      "Filming was a mix of exhilarating and nerve-wracking moments, and I can’t wait to share insights on [specific topic/skill] that can help you harness the potential of AI agents in your projects! \n",
      "\n",
      "A huge shoutout to my amazing crew for their support! 🙌 What aspect of AI are you most curious about? \n",
      "\n",
      "Stay tuned for more updates and behind-the-scenes glimpses as we embrace the future of AI together! 💡🤖 \n",
      "\n",
      "#AI #Filming #CourseCreation #AIAgents #Innovation #LearningJourney\n",
      "\n",
      "By implementing these recommendations, your post can become more engaging and informative, helping you connect better with your audience. Good luck with your course!\n",
      "----\n",
      "At Node: generate. Output: Thank you for the insightful critique! I appreciate your recommendations and will definitely take them into account. Here’s a revised version of the post, incorporating your feedback:\n",
      "\n",
      "---\n",
      "\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I couldn't be more thrilled! After months of planning and structuring the content, it's incredible to see everything come to life. \n",
      "\n",
      "Filming was a mix of exhilarating and nerve-wracking moments—a highlight was when I tackled [specific topic/skill, e.g., \"how AI agents can enhance productivity\"]. I can’t wait to share these insights with you and empower you to harness the potential of AI agents in your own projects!\n",
      "\n",
      "A huge shoutout to my amazing crew for their support! 🙌 \n",
      "\n",
      "What aspect of AI are you most curious about? Let me know in the comments! \n",
      "\n",
      "Stay tuned for more updates and behind-the-scenes glimpses as we embrace the future of AI together! 💡\n",
      "\n",
      "#AI #Filming #CourseCreation #AIAgents #Innovation #OnlineLearning #EdTech\n",
      "\n",
      "---\n",
      "\n",
      "I hope this revised version resonates even more with my audience while maintaining the excitement of the original post. Thank you again for your valuable suggestions!\n",
      "----\n",
      "At Node: reflect. Output: Your revised post is a great improvement! It effectively captures the excitement of your milestone while engaging your audience. Here’s a detailed critique along with some recommendations for further enhancement:\n",
      "\n",
      "### Length\n",
      "- **Current Length**: The post is a good length for social media, especially for platforms like Instagram or Facebook where audiences appreciate a bit of storytelling.\n",
      "- **Recommendation**: Consider trimming any repetitive phrases or overly detailed descriptions. Aim for brevity while maintaining enthusiasm. For example, the phrase \"I couldn't be more thrilled!\" can be simplified to \"I'm thrilled!\" to keep it concise.\n",
      "\n",
      "### Style\n",
      "- **Current Style**: The tone is positive and enthusiastic, which is excellent for engaging your audience.\n",
      "- **Recommendation**: To enhance relatability, you might want to add a personal anecdote or emotion related to the filming experience. For example, sharing a brief moment of humor or a challenge faced during filming can make your post more relatable.\n",
      "\n",
      "### Content Specificity\n",
      "- **Current Content**: You mention tackling a specific topic, which is great for piquing interest.\n",
      "- **Recommendation**: Consider briefly explaining why that specific topic (e.g., \"how AI agents can enhance productivity\") is important or relevant. This could intrigue your audience even further and encourage engagement.\n",
      "\n",
      "### Engagement\n",
      "- **Current Call-to-Action**: Asking your audience about their curiosity regarding AI is a strong way to foster engagement.\n",
      "- **Recommendation**: You can enhance this by adding a follow-up question that encourages comments. For example, “What challenges have you faced with AI?” or “What AI tools do you currently use?” This invites more discussion and feedback.\n",
      "\n",
      "### Visuals\n",
      "- **Current Visual Element**: The use of emojis adds a lively touch to the post.\n",
      "- **Recommendation**: If you have behind-the-scenes photos or a short video clip from Day One, include them! Visual content can significantly increase engagement and give your audience a glimpse into your process.\n",
      "\n",
      "### Hashtags\n",
      "- **Current Hashtags**: The hashtags you’ve included are relevant and cover a broad range of topics.\n",
      "- **Recommendation**: Consider adding a few more niche hashtags that relate specifically to your audience or your content focus. This can help reach a more targeted audience who may be interested in your course.\n",
      "\n",
      "### Example of a Revised Post\n",
      "Here’s a suggestion based on the recommendations:\n",
      "\n",
      "---\n",
      "\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I'm thrilled to see my months of planning come to life! \n",
      "\n",
      "Filming was a rollercoaster of emotions—especially when I tackled **how AI agents can enhance productivity**. It was eye-opening to realize [personal insight or challenge]. I can’t wait to share these insights and help you unlock the potential of AI agents in your projects!\n",
      "\n",
      "A huge shoutout to my amazing crew for their unwavering support! 🙌 \n",
      "\n",
      "What challenges have you faced with AI? Let’s chat in the comments! \n",
      "\n",
      "Stay tuned for more updates and exclusive behind-the-scenes glimpses as we embrace the future of AI together! 💡\n",
      "\n",
      "#AI #Filming #CourseCreation #AIAgents #Innovation #OnlineLearning #EdTech #AICommunity #FutureTech\n",
      "\n",
      "---\n",
      "\n",
      "By implementing these recommendations, you'll likely see improved engagement and connection with your audience. Good luck with your course filming!\n",
      "----\n",
      "At Node: generate. Output: Thank you so much for the detailed feedback and suggestions! I really appreciate your insights and will definitely consider them to refine my post further. Here’s the updated version, integrating your recommendations:\n",
      "\n",
      "---\n",
      "\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I'm thrilled to see my months of planning come to life!\n",
      "\n",
      "Filming was a rollercoaster of emotions—especially when I tackled **how AI agents can enhance productivity**. It was eye-opening to realize just how transformative these tools can be in our everyday workflows! I can’t wait to share these insights and help you unlock the potential of AI agents in your projects.\n",
      "\n",
      "A huge shoutout to my amazing crew for their unwavering support! 🙌 \n",
      "\n",
      "What challenges have you faced with AI? Let’s chat in the comments!\n",
      "\n",
      "Stay tuned for more updates and exclusive behind-the-scenes glimpses as we embrace the future of AI together! 💡\n",
      "\n",
      "#AI #Filming #CourseCreation #AIAgents #Innovation #OnlineLearning #EdTech #AICommunity #FutureTech\n",
      "\n",
      "---\n",
      "\n",
      "I’ve shortened some phrases, added a personal touch, and included a more specific inquiry to encourage engagement. I’m excited to share this journey with my audience and appreciate your guidance in making this post more impactful! Thank you again!\n",
      "----\n"
     ]
    }
   ],
   "source": [
    "drafts = []\n",
    "for event in graph.stream({\"messages\": [(\"user\", request)]}):\n",
    "    for node_name, output in event.items():\n",
    "        print(f'At Node: {node_name}. Output: {output[\"messages\"][-1].content}')\n",
    "        if node_name == 'generate':\n",
    "            drafts.append(output[\"messages\"][-1])\n",
    "        print('----')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Draft 0\n",
      "-----------------------------------------------------------\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I couldn't be more thrilled! 🎉✨\n",
      "\n",
      "After months of planning, brainstorming, and structuring the content, it's incredible to see it all come to life. I’ve poured my passion for artificial intelligence into this course, and I’m eager to share insights that can empower others to harness the potential of AI agents in their own projects.\n",
      "\n",
      "Filming was a blend of exhilarating and nerve-wracking moments, but each take brought me closer to my vision. I can't wait to see how this journey unfolds and to share it with all of you!\n",
      "\n",
      "A special shoutout to my amazing crew for their support and expertise! 🙌 \n",
      "\n",
      "Stay tuned for more updates as we continue this adventure. Let’s embrace the future of AI together! 💡🤖\n",
      "\n",
      "#AI #Filming #CourseCreation #LearningJourney #Innovation #ArtificialIntelligence\n",
      "-----------------------------------------------------------\n",
      "-----------------------------------------------------------\n",
      "Draft 1\n",
      "-----------------------------------------------------------\n",
      "Thank you for the insightful critique! I appreciate your recommendations and will definitely take them into account. Here’s a revised version of the post, incorporating your feedback:\n",
      "\n",
      "---\n",
      "\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I couldn't be more thrilled! After months of planning and structuring the content, it's incredible to see everything come to life. \n",
      "\n",
      "Filming was a mix of exhilarating and nerve-wracking moments—a highlight was when I tackled [specific topic/skill, e.g., \"how AI agents can enhance productivity\"]. I can’t wait to share these insights with you and empower you to harness the potential of AI agents in your own projects!\n",
      "\n",
      "A huge shoutout to my amazing crew for their support! 🙌 \n",
      "\n",
      "What aspect of AI are you most curious about? Let me know in the comments! \n",
      "\n",
      "Stay tuned for more updates and behind-the-scenes glimpses as we embrace the future of AI together! 💡\n",
      "\n",
      "#AI #Filming #CourseCreation #AIAgents #Innovation #OnlineLearning #EdTech\n",
      "\n",
      "---\n",
      "\n",
      "I hope this revised version resonates even more with my audience while maintaining the excitement of the original post. Thank you again for your valuable suggestions!\n",
      "-----------------------------------------------------------\n",
      "-----------------------------------------------------------\n",
      "Draft 2\n",
      "-----------------------------------------------------------\n",
      "Thank you so much for the detailed feedback and suggestions! I really appreciate your insights and will definitely consider them to refine my post further. Here’s the updated version, integrating your recommendations:\n",
      "\n",
      "---\n",
      "\n",
      "🎬 Exciting Milestone Alert! 🚀\n",
      "\n",
      "Today marked Day One of filming my AI Agent course, and I'm thrilled to see my months of planning come to life!\n",
      "\n",
      "Filming was a rollercoaster of emotions—especially when I tackled **how AI agents can enhance productivity**. It was eye-opening to realize just how transformative these tools can be in our everyday workflows! I can’t wait to share these insights and help you unlock the potential of AI agents in your projects.\n",
      "\n",
      "A huge shoutout to my amazing crew for their unwavering support! 🙌 \n",
      "\n",
      "What challenges have you faced with AI? Let’s chat in the comments!\n",
      "\n",
      "Stay tuned for more updates and exclusive behind-the-scenes glimpses as we embrace the future of AI together! 💡\n",
      "\n",
      "#AI #Filming #CourseCreation #AIAgents #Innovation #OnlineLearning #EdTech #AICommunity #FutureTech\n",
      "\n",
      "---\n",
      "\n",
      "I’ve shortened some phrases, added a personal touch, and included a more specific inquiry to encourage engagement. I’m excited to share this journey with my audience and appreciate your guidance in making this post more impactful! Thank you again!\n",
      "-----------------------------------------------------------\n",
      "-----------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for i, draft in enumerate(drafts):\n",
    "    print(f'Draft {i}')\n",
    "    print('-----------------------------------------------------------')\n",
    "    print(draft.content)\n",
    "    print('-----------------------------------------------------------')\n",
    "    print('-----------------------------------------------------------')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['messages']) 1\n",
      "Write one about me completing day one of filming my AI agent course\n",
      "dict_keys(['messages']) 2\n",
      "🚀 Exciting Milestone Alert! 🎬\n",
      "\n",
      "Today marks Day One of filming my AI Agent course, and I can’t help but feel a mix of exhilaration and gratitude. 🌟\n",
      "\n",
      "As I step into the world of artificial intelligence, I’m not just sharing knowledge; I’m on a mission to empower others to harness the potential of AI in their lives and careers. From understanding the fundamentals to exploring real-world applications, this course is designed to break down complex concepts and make them accessible to everyone. 🤖✨\n",
      "\n",
      "A big thank you to my amazing team for their support and creativity. Your enthusiasm fuels this journey! 🙌\n",
      "\n",
      "Stay tuned for updates as we dive deeper into the fascinating realm of AI. Together, let’s unlock new possibilities and redefine what’s possible! 💡 \n",
      "\n",
      "#AIAgentCourse #FilmingDay #ArtificialIntelligence #Education #Empowerment #LifelongLearning\n",
      "dict_keys(['messages']) 3\n",
      "**Critique:**\n",
      "\n",
      "1. **Length:** The post is a bit on the longer side for social media, especially platforms like Twitter or Instagram, where brevity often captures more engagement. While the content is rich and informative, consider condensing it to maintain reader interest.\n",
      "\n",
      "2. **Style:** The use of emojis is effective in conveying excitement and breaking the text visually. However, ensure that they are not overwhelming. In this case, the balance is good, but keep an eye on how they fit with your overall brand voice.\n",
      "\n",
      "3. **Tone:** The tone is enthusiastic and motivational, which aligns well with the subject matter. However, consider including a personal touch or story to make it more relatable. Maybe share a brief anecdote about what inspired you to create this course.\n",
      "\n",
      "4. **Engagement:** The post could benefit from a direct call-to-action (CTA). Encourage your audience to comment on what they hope to learn about AI or to share their thoughts on AI in general. This can foster interaction and community building around your content.\n",
      "\n",
      "5. **Hashtags:** While the hashtags used are relevant, consider researching trending hashtags in the AI and education space to increase visibility. Adding 1-2 more could help reach a wider audience.\n",
      "\n",
      "**Recommendations:**\n",
      "\n",
      "1. **Shorten the Post:** Aim for a more concise message. For example, you can reduce the introduction and focus on the key aspects of your course and your excitement.\n",
      "\n",
      "   **Example Revision:**\n",
      "   \"🚀 Exciting Milestone! 🎬 Just wrapped Day One of filming my AI Agent course! 🌟 I'm thrilled to share knowledge that empowers everyone to tap into the potential of AI. Huge thanks to my amazing team for their support! 🙌 What are you most excited to learn about AI? Let me know in the comments! 💡 #AIAgentCourse #FilmingDay #ArtificialIntelligence\"\n",
      "\n",
      "2. **Personal Touch:** Incorporate a short personal story or reason why you’re passionate about AI. This can help your audience connect with you on a deeper level.\n",
      "\n",
      "3. **Clear CTA:** As mentioned, include a specific question or prompt at the end to encourage engagement. For instance, \"What are you most curious about in AI?\" \n",
      "\n",
      "4. **Visuals:** If possible, pair the post with a behind-the-scenes photo or a short video clip from the filming. Visual content tends to attract more attention and can significantly enhance engagement.\n",
      "\n",
      "5. **Monitor Engagement:** After posting, actively engage with any comments. Responding to your audience can create a sense of community and encourage further interaction.\n",
      "\n",
      "By implementing these recommendations, you can enhance the impact of your post, increase engagement, and create a stronger connection with your audience.\n",
      "dict_keys(['messages']) 4\n",
      "Thank you for the thoughtful critique! I appreciate your insights and will definitely take them into consideration for future posts. Here’s a revised version of the LinkedIn post, incorporating your feedback:\n",
      "\n",
      "---\n",
      "\n",
      "🚀 Exciting Milestone! 🎬 \n",
      "\n",
      "Just wrapped Day One of filming my AI Agent course! 🌟 This project is close to my heart because I believe in the transformative power of AI and want to make it accessible to everyone.\n",
      "\n",
      "A huge shoutout to my incredible team for their support and energy! 🙌 \n",
      "\n",
      "I’m curious—what are you most excited to learn about AI? Let’s spark a conversation in the comments! 💡 \n",
      "\n",
      "#AIAgentCourse #FilmingDay #ArtificialIntelligence #AI #EdTech\n",
      "\n",
      "---\n",
      "\n",
      "This revision aims for brevity while retaining enthusiasm, includes a direct call-to-action, and encourages engagement. I’ll also explore adding visuals for added impact. Thank you again for your valuable feedback!\n",
      "dict_keys(['messages']) 5\n",
      "This is a solid revision! Your post effectively conveys excitement and gratitude while inviting engagement, which is key on platforms like LinkedIn. Here’s a detailed critique along with recommendations for further enhancement:\n",
      "\n",
      "### Length:\n",
      "- **Current Length**: The post is concise, which is great for social media. LinkedIn users tend to prefer shorter, to-the-point updates.\n",
      "- **Recommendation**: Aim for a post length that is brief (around 50-100 words), which you've achieved nicely. Just ensure that each word adds value.\n",
      "\n",
      "### Style:\n",
      "- **Current Style**: The use of emojis adds personality and makes the post visually appealing. However, be mindful of overusing them in a professional context.\n",
      "- **Recommendation**: Consider reducing the number of emojis to maintain a more professional tone. Perhaps keep just the rocket and the film camera emojis, as they align closely with your message.\n",
      "\n",
      "### Engagement:\n",
      "- **Current Engagement Strategy**: You’ve included a question to encourage comments, which is excellent for engagement.\n",
      "- **Recommendation**: You might also consider offering a specific topic or area of AI that you’ll cover in the course as part of your question. For example, \"What aspect of AI are you most curious about—machine learning, natural language processing, or ethical implications?\"\n",
      "\n",
      "### Visuals:\n",
      "- **Current Visuals**: You mentioned exploring adding visuals, which is a great idea.\n",
      "- **Recommendation**: Share a behind-the-scenes photo from filming or a short clip of you discussing the course. Visual content typically receives higher engagement rates. Ensure that the visuals are of high quality and relevant to the post.\n",
      "\n",
      "### Hashtags:\n",
      "- **Current Hashtags**: You have a good selection of hashtags.\n",
      "- **Recommendation**: Consider adding a couple of more niche hashtags that relate specifically to your audience or the subject matter of your course. For example, #MachineLearning or #AIForEveryone could help reach a more targeted audience.\n",
      "\n",
      "### Tone:\n",
      "- **Current Tone**: Your tone is enthusiastic, which is great for highlighting personal achievements.\n",
      "- **Recommendation**: Balance this enthusiasm with a touch of professionalism, especially on LinkedIn. For example, instead of saying \"this project is close to my heart,\" you could say, \"this project is inspired by my passion for making AI accessible.\"\n",
      "\n",
      "### Example Revision:\n",
      "Here is a refined version of your post with the above recommendations in mind:\n",
      "\n",
      "---\n",
      "\n",
      "🚀 Exciting Milestone! 🎬 \n",
      "\n",
      "Just wrapped Day One of filming my AI Agent course! This project is driven by my passion to make AI accessible to everyone and highlight its transformative power.\n",
      "\n",
      "A huge shoutout to my incredible team for their support! 🙌 \n",
      "\n",
      "What aspect of AI are you most curious about—machine learning, natural language processing, or ethical implications? Let’s start a conversation! 💡 \n",
      "\n",
      "#AIAgentCourse #FilmingDay #ArtificialIntelligence #AI #EdTech #MachineLearning #AIForEveryone\n",
      "\n",
      "---\n",
      "\n",
      "Overall, you're on the right track! With these adjustments, your post will not only capture attention but also foster a deeper connection with your audience. Keep up the great work!\n",
      "dict_keys(['messages']) 6\n",
      "Thank you for the detailed feedback and recommendations! I truly appreciate your insights, which help refine my approach. Here’s the revised LinkedIn post, incorporating your suggestions:\n",
      "\n",
      "---\n",
      "\n",
      "🚀 Exciting Milestone! 🎬 \n",
      "\n",
      "Just wrapped Day One of filming my AI Agent course! This project is driven by my passion to make AI accessible to everyone and showcase its transformative power.\n",
      "\n",
      "A huge shoutout to my incredible team for their support! 🙌 \n",
      "\n",
      "What aspect of AI are you most curious about—machine learning, natural language processing, or ethical implications? Let’s start a conversation! 💡 \n",
      "\n",
      "#AIAgentCourse #FilmingDay #ArtificialIntelligence #AI #EdTech #MachineLearning #AIForEveryone\n",
      "\n",
      "---\n",
      "\n",
      "This version keeps the post concise, engages the audience with a specific question, and maintains a professional tone while still conveying excitement. I'm also considering adding a behind-the-scenes photo to enhance visual appeal. Thank you once again for your guidance—I'm looking forward to sharing this journey with my network!\n"
     ]
    }
   ],
   "source": [
    "# Listen for state updates\n",
    "for event in graph.stream({\"messages\": [(\"user\", request)]}, stream_mode=[\"messages\", \"values\"]):\n",
    "    if event[0] == 'values': \n",
    "        print(event[1].keys(), len(event[1]['messages']))\n",
    "        print(event[1]['messages'][-1].content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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