{ "cells": [ { "cell_type": "markdown", "id": "492f050f-3dc3-44fa-8fdc-03362afd5488", "metadata": {}, "source": [ "# Reflection\n", "\n", "\n", "In the context of LLM agent building, reflection refers to the process of prompting an LLM to observe its past steps (along with potential observations from tools/the environment) to assess the quality of the chosen actions.\n", "This is then used downstream for things like re-planning, search, or evaluation.\n", "\n", "![Reflection](./img/reflection.png)\n", "\n", "This notebook demonstrates a very simple form of reflection in LangGraph." ] }, { "cell_type": "markdown", "id": "3ef94e7e-c9a5-4eee-a865-acf411b5c235", "metadata": {}, "source": [ "## Setup\n", "\n", "First, let's install our required packages and set our API keys" ] }, { "cell_type": "code", "execution_count": 1, "id": "8b323f43-328b-4b4b-88b0-6c84dc0a1d60", "metadata": {}, "outputs": [], "source": [ "%pip install -U --quiet langgraph langchain-fireworks\n", "%pip install -U --quiet tavily-python" ] }, { "cell_type": "code", "execution_count": null, "id": "3368f330-cad6-4d35-a291-68fbf4389d98", "metadata": {}, "outputs": [], "source": [ "import getpass\n", "import os\n", "\n", "\n", "def _set_if_undefined(var: str) -> None:\n", " if os.environ.get(var):\n", " return\n", " os.environ[var] = getpass.getpass(var)\n", "\n", "_set_if_undefined(\"TAVILY_API_KEY\")\n", "_set_if_undefined(\"FIREWORKS_API_KEY\")" ] }, { "cell_type": "markdown", "id": "9182b7d5", "metadata": {}, "source": [ "
\n", "

Set up LangSmith for LangGraph development

\n", "

\n", " Sign up for LangSmith to quickly spot issues and improve the performance of your LangGraph projects. LangSmith lets you use trace data to debug, test, and monitor your LLM apps built with LangGraph — read more about how to get started here. \n", "

\n", "
" ] }, { "cell_type": "markdown", "id": "f27bcc4a-aaa5-46bd-8163-3e0e90cb66e6", "metadata": {}, "source": [ "## Generate\n", "\n", "For our example, we will create a \"5 paragraph essay\" generator. First, create the generator:\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "cc10028f-9cef-4936-9419-cbdf06d24f1e", "metadata": {}, "outputs": [], "source": [ "from langchain_core.messages import AIMessage, BaseMessage, HumanMessage\n", "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n", "from langchain_fireworks import ChatFireworks\n", "\n", "prompt = ChatPromptTemplate.from_messages(\n", " [\n", " (\n", " \"system\",\n", " \"You are an essay assistant tasked with writing excellent 5-paragraph essays.\"\n", " \" Generate the best essay possible for the user's request.\"\n", " \" If the user provides critique, respond with a revised version of your previous attempts.\",\n", " ),\n", " MessagesPlaceholder(variable_name=\"messages\"),\n", " ]\n", ")\n", "llm = ChatFireworks(\n", " model=\"accounts/fireworks/models/mixtral-8x7b-instruct\",\n", " max_tokens=32768\n", ")\n", "generate = prompt | llm" ] }, { "cell_type": "code", "execution_count": 4, "id": "9bbe25dc-fd1e-4ed5-a3c8-fed830b46d12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Title: The Eternal Relevance of The Little Prince in Modern Childhood\n", "\n", "Introduction:\n", "Antoine de Saint-Exupéry's The Little Prince is a timeless novella that has captured the hearts and minds of children and adults alike for over seven decades. Its enduring charm and profound wisdom have transcended generations, making it a classic staple in childhood literature. This essay explores the reasons why The Little Prince remains relevant in modern childhood.\n", "\n", "First Paragraph:\n", "One of the primary reasons for The Little Prince's relevance is its exploration of themes that resonate with children today. The story addresses universal aspects of childhood, such as the struggle to understand the world, the desire for friendship and love, and the pain of loss and loneliness. The Little Prince's encounters with various grown-ups, each representing different facets of adult absurdity, mirror the confusion and disillusionment children experience as they grow and navigate their way through a complex world.\n", "\n", "Second Paragraph:\n", "Moreover, The Little Prince promotes values that are essential for modern childhood. It emphasizes the importance of imagination, creativity, and curiosity, encouraging children to question, explore, and seek their own truths. The Little Prince's friendship with the fox teaches children about the value of emotional connections, empathy, and responsibility, lessons that are increasingly vital in our technology-driven, fast-paced society.\n", "\n", "Third Paragraph:\n", "The Little Prince also serves as a reminder of the significance of nature and the environment in our lives. The story's depiction of the desert, the baobabs, and the mysterious asteroid B-612 fosters an appreciation for the beauty and fragility of the natural world. In an era of climate change and environmental degradation, The Little Prince's message about the importance of nurturing and preserving our planet is more relevant than ever.\n", "\n", "Fourth Paragraph:\n", "Furthermore, The Little Prince offers a unique perspective on mental health and emotional well-being. The story delicately tackles issues such as depression, isolation, and the search for meaning, providing a nuanced understanding of these complex topics. By presenting these themes in a relatable and age-appropriate manner, The Little Prince helps children develop emotional intelligence and resilience, enabling them to better cope with the challenges they face in their daily lives.\n", "\n", "Conclusion:\n", "In conclusion, The Little Prince remains a relevant and essential read for modern childhood due to its exploration of timeless themes, promotion of essential values, emphasis on nature and environmental stewardship, and sensitive treatment of mental health and emotional well-being. By engaging with this classic tale, children can gain invaluable insights and skills that will serve them well throughout their lives. The Little Prince's enduring legacy is a testament to its ability to captivate, inspire, and educate generations of children, making it an indispensable part of childhood literature." ] } ], "source": [ "essay = \"\"\n", "request = HumanMessage(\n", " content=\"Write an essay on why the little prince is relevant in modern childhood\"\n", ")\n", "for chunk in generate.stream({\"messages\": [request]}):\n", " print(chunk.content, end=\"\")\n", " essay += chunk.content" ] }, { "cell_type": "markdown", "id": "b0b276e7-c392-4eec-be75-c77bd130379d", "metadata": {}, "source": [ "### Reflect" ] }, { "cell_type": "code", "execution_count": 5, "id": "a705be92-88c0-4f4f-b4c2-cdcd9af8cb2c", "metadata": {}, "outputs": [], "source": [ "reflection_prompt = ChatPromptTemplate.from_messages(\n", " [\n", " (\n", " \"system\",\n", " \"You are a teacher grading an essay submission. Generate critique and recommendations for the user's submission.\"\n", " \" Provide detailed recommendations, including requests for length, depth, style, etc.\",\n", " ),\n", " MessagesPlaceholder(variable_name=\"messages\"),\n", " ]\n", ")\n", "reflect = reflection_prompt | llm" ] }, { "cell_type": "code", "execution_count": 6, "id": "16c5eb2a-8bce-48ab-b87d-9dacb9b64ac6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Essay Critique and Recommendations:\n", "\n", "Title: The Eternal Relevance of The Little Prince in Modern Childhood\n", "\n", "Introduction:\n", "The introduction provides a clear and concise overview of the topic, setting the stage for the rest of the essay. The author has done an excellent job of establishing the significance of The Little Prince and its enduring appeal.\n", "\n", "First Paragraph:\n", "The first paragraph effectively highlights the universal themes present in The Little Prince that resonate with children today. The author could improve the paragraph by providing specific examples from the book to illustrate each theme, making the essay more engaging and demonstrating a deeper understanding of the text.\n", "\n", "Second Paragraph:\n", "The second paragraph emphasizes the values promoted by The Little Prince and their relevance to modern childhood. The author could expand on this by discussing how these values can be applied in everyday life, providing practical examples for children to follow. Additionally, the author may consider delving into the role of the fox in the story and its impact on the Prince's character development.\n", "\n", "Third Paragraph:\n", "The third paragraph discusses the importance of nature and environmental stewardship in The Little Prince. The author could strengthen this paragraph by connecting the story's themes to current environmental issues, helping children understand the relevance and urgency of protecting the planet. Furthermore, the author may include specific strategies children can adopt to contribute to environmental conservation.\n", "\n", "Fourth Paragraph:\n", "The fourth paragraph addresses the sensitive topic of mental health and emotional well-being in The Little Prince. The author could improve this paragraph by providing more context on the representation of these issues in the story and offering resources or advice for children who may be experiencing similar emotions. This approach would ensure the essay is not only informative but also supportive and empathetic.\n", "\n", "Conclusion:\n", "The conclusion effectively summarizes the main points of the essay while emphasizing the importance of The Little Prince in modern childhood. The author could consider adding a call-to-action, encouraging children to read or revisit the novella and reflect on its lessons. Additionally, the author may include a brief statement on the lasting impact of The Little Prince and its potential influence on future generations.\n", "\n", "Recommendations:\n", "\n", "1. Incorporate more direct quotes from the text to support arguments and engage the reader.\n", "2. Expand on specific themes, values, and concepts to provide greater depth and insight.\n", "3. Offer practical applications and strategies for children to apply the lessons from The Little Prince in their daily lives.\n", "4. Consider the age range and reading level of the intended audience and adjust the language and content accordingly.\n", "5. Ensure a balanced mix of summary, analysis, and interpretation to maintain the reader's interest and demonstrate a thorough understanding of the text." ] } ], "source": [ "reflection = \"\"\n", "for chunk in reflect.stream({\"messages\": [request, HumanMessage(content=essay)]}):\n", " print(chunk.content, end=\"\")\n", " reflection += chunk.content" ] }, { "cell_type": "markdown", "id": "6daf926c-1174-4e96-91b9-57c57cfce40d", "metadata": {}, "source": [ "### Repeat\n", "\n", "And... that's all there is too it! You can repeat in a loop for a fixed number of steps, or use an LLM (or other check) to decide when the finished product is good enough." ] }, { "cell_type": "code", "execution_count": 7, "id": "dfbf99a8-3aa0-4e09-936e-8452c35fa84d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Title: The Eternal Relevance of The Little Prince in Modern Childhood\n", "\n", "Introduction:\n", "The introduction provides a clear and concise overview of the topic, setting the stage for the rest of the essay. The author has done an excellent job of establishing the significance of The Little Prince and its enduring appeal.\n", "\n", "First Paragraph:\n", "The first paragraph effectively highlights the universal themes present in The Little Prince that resonate with children today. To improve the paragraph, specific examples from the book will be added to illustrate each theme, making the essay more engaging and demonstrating a deeper understanding of the text.\n", "\n", "Second Paragraph:\n", "The second paragraph emphasizes the values promoted by The Little Prince and their relevance to modern childhood. The author will expand on this by discussing how these values can be applied in everyday life, providing practical examples for children to follow. Additionally, the author will delve into the role of the fox in the story and its impact on the Prince's character development.\n", "\n", "Third Paragraph:\n", "The third paragraph discusses the importance of nature and environmental stewardship in The Little Prince. To strengthen this paragraph, the author will connect the story's themes to current environmental issues, helping children understand the relevance and urgency of protecting the planet. Furthermore, the author will include specific strategies children can adopt to contribute to environmental conservation.\n", "\n", "Fourth Paragraph:\n", "The fourth paragraph addresses the sensitive topic of mental health and emotional well-being in The Little Prince. The author will improve this paragraph by providing more context on the representation of these issues in the story and offering resources or advice for children who may be experiencing similar emotions. This approach will ensure the essay is not only informative but also supportive and empathetic.\n", "\n", "Conclusion:\n", "The conclusion effectively summarizes the main points of the essay while emphasizing the importance of The Little Prince in modern childhood. The author will add a call-to-action, encouraging children to read or revisit the novella and reflect on its lessons. Additionally, the author will include a brief statement on the lasting impact of The Little Prince and its potential influence on future generations.\n", "\n", "Revised Essay:\n", "\n", "Introduction:\n", "Antoine de Saint-Exupéry's The Little Prince is a timeless novella that has captured the hearts and minds of children and adults alike for over seven decades. Its enduring charm and profound wisdom have transcended generations, making it a classic staple in childhood literature. This essay explores the reasons why The Little Prince remains relevant in modern childhood, focusing on its exploration of universal themes, promotion of essential values, emphasis on nature and environmental stewardship, and sensitive treatment of mental health and emotional well-being.\n", "\n", "First Paragraph:\n", "The Little Prince explores themes that resonate with children today, such as the struggle to understand the world, the desire for friendship and love, and the pain of loss and loneliness. For example, the Prince's encounter with the conceited man (Chapter IV) mirrors the frustration children experience when interacting with adults who prioritize their own egos over genuine connections. By presenting these themes in a relatable and age-appropriate manner, The Little Prince helps children develop emotional intelligence and resilience, enabling them to better cope with the challenges they face in their daily lives.\n", "\n", "Second Paragraph:\n", "The Little Prince promotes values that are essential for modern childhood. It emphasizes the importance of imagination, creativity, and curiosity, encouraging children to question, explore, and seek their own truths. For instance, the Prince's friendship with the fox teaches children about the value of emotional connections, empathy, and responsibility. In our technology-driven, fast-paced society, these values are increasingly vital for building meaningful relationships and fostering emotional well-being.\n", "\n", "Third Paragraph:\n", "The Little Prince also serves as a reminder of the significance of nature and the environment in our lives. The story's depiction of the desert, the baobabs, and the mysterious asteroid B-612 fosters an appreciation for the beauty and fragility of the natural world. In an era of climate change and environmental degradation, The Little Prince's message about the importance of nurturing and preserving our planet is more relevant than ever. To contribute to environmental conservation, children can adopt simple strategies, such as reducing waste, planting trees, and raising awareness about environmental issues in their communities.\n", "\n", "Fourth Paragraph:\n", "Furthermore, The Little Prince offers a unique perspective on mental health and emotional well-being. The story delicately tackles issues such as depression, isolation, and the search for meaning, providing a nuanced understanding of these complex topics. By presenting these themes in a relatable and age-appropriate manner, The Little Prince helps children develop emotional intelligence and resilience, enabling them to better cope with the challenges they face in their daily lives. For children struggling with mental health issues, it is essential to seek help from trusted adults, such as parents, teachers, or mental health professionals.\n", "\n", "Conclusion:\n", "In conclusion, The Little Prince's enduring legacy is a testament to its ability to captivate, inspire, and educate generations of children, making it an indispensable part of childhood literature. By engaging with this classic tale, children can gain invaluable insights and skills that will serve them well throughout their lives. The author encourages children to read or revisit The Little Prince and reflect on its lessons, ultimately applying its timeless wisdom to their daily lives." ] } ], "source": [ "for chunk in generate.stream(\n", " {\"messages\": [request, AIMessage(content=essay), HumanMessage(content=reflection)]}\n", "):\n", " print(chunk.content, end=\"\")" ] }, { "cell_type": "markdown", "id": "b63a9d93-a14d-4e41-a4bb-a4cd31713f44", "metadata": {}, "source": [ "## Define graph\n", "\n", "Now that we've shown each step in isolation, we can wire it up in a graph." ] }, { "cell_type": "code", "execution_count": 8, "id": "9e9a9d7c-5d2e-4194-b745-4511ec20db76", "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 langgraph.checkpoint.memory import MemorySaver\n", "from typing_extensions import TypedDict\n", "\n", "\n", "class State(TypedDict):\n", " messages: Annotated[list, add_messages]\n", "\n", "\n", "async def generation_node(state: State) -> State:\n", " return {\"messages\": [await generate.ainvoke(state['messages'])]}\n", "\n", "\n", "async def reflection_node(state: State) -> State:\n", " # Other messages we need to adjust\n", " cls_map = {\"ai\": HumanMessage, \"human\": AIMessage}\n", " # First message is the original user request. We hold it the same for all nodes\n", " translated = [state['messages'][0]] + [\n", " cls_map[msg.type](content=msg.content) for msg in state['messages'][1:]\n", " ]\n", " res = await reflect.ainvoke(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", "\n", "\n", "def should_continue(state: State):\n", " if len(state[\"messages\"]) > 6:\n", " # End after 3 iterations\n", " return END\n", " return \"reflect\"\n", "\n", "\n", "\n", "builder.add_conditional_edges(\"generate\", should_continue)\n", "builder.add_edge(\"reflect\", \"generate\")\n", "memory = MemorySaver()\n", "graph = builder.compile(checkpointer=memory)" ] }, { "cell_type": "code", "execution_count": 9, "id": "010ce60a-8b7d-4258-99d1-52705146844f", "metadata": {}, "outputs": [], "source": [ "config = {\"configurable\": {\"thread_id\": \"1\"}}" ] }, { "cell_type": "code", "execution_count": 10, "id": "06263a07-8a15-4ec3-b692-1c6cef3b1c1f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'generate': {'messages': [AIMessage(content='Title: The Little Prince: A Topical Allegory for Modern Life\\n\\nIntroduction:\\nAntoine de Saint-Exupéry\\'s \"The Little Prince\" is a classic novella that has captured the hearts of millions since its publication in 1943. While it might be easy to dismiss this work as a children\\'s story, its profound themes and timeless message make it a relevant and topical piece in modern life. This essay will explore the allegorical nature of \"The Little Prince\" and discuss how its message can be applied to the complexities of the modern world.\\n\\nBody Paragraph 1 - The Allegory of the Little Prince:\\n\"The Little Prince\" is an allegorical tale that explores various aspects of the human condition through its whimsical characters and situations. The Little Prince himself represents innocence, curiosity, and the importance of human connection. As the story unfolds, readers encounter different characters that symbolize various aspects of adult life, such as vanity, materialism, and authority. These representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\\n\\nBody Paragraph 2 - The Relevance of the Little Prince\\'s Message:\\nThe Little Prince\\'s message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. The Little Prince encourages readers to cherish and nurture genuine relationships, reminding us that true happiness and fulfillment come from understanding and empathizing with others.\\n\\nBody Paragraph 3 - The Critique of Modern Society:\\n\"The Little Prince\" also offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. These themes resonate strongly in today\\'s world, where wealth inequality and environmental degradation are pressing issues. The story serves as a reminder that the pursuit of material possessions and status often comes at the expense of our own happiness and the well-being of our planet.\\n\\nConclusion:\\nIn conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. By embracing the story\\'s wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society.', response_metadata={'token_usage': {'prompt_tokens': 72, 'total_tokens': 632, 'completion_tokens': 560}, 'model_name': 'accounts/fireworks/models/mixtral-8x7b-instruct', 'system_fingerprint': '', 'finish_reason': 'stop', 'logprobs': None}, id='run-b39a25ab-24f6-42d0-96c2-0f74c3ecc8f7-0', usage_metadata={'input_tokens': 72, 'output_tokens': 560, 'total_tokens': 632})]}}\n", "---\n", "{'reflect': {'messages': [HumanMessage(content='Essay Critique and Recommendations:\\n\\nTitle: The Little Prince: A Topical Allegory for Modern Life\\n\\nIntroduction:\\nThe introduction effectively sets the stage for the essay by providing background information on \"The Little Prince\" and its relevance in modern life. However, consider adding a hook to engage the reader\\'s attention and create a stronger first impression.\\n\\nBody Paragraph 1 - The Allegory of the Little Prince:\\nThis paragraph provides a clear explanation of the allegorical nature of \"The Little Prince.\" To enhance this section, consider offering specific examples from the text to illustrate how the characters and situations symbolize various aspects of adult life. This will strengthen your analysis and make it more engaging for the reader.\\n\\nBody Paragraph 2 - The Relevance of the Little Prince\\'s Message:\\nThe relevance of the Little Prince\\'s message is well-articulated in this paragraph. To further strengthen your argument, consider discussing the consequences of ignoring this message in the context of modern society. This will help emphasize the importance of the Little Prince\\'s wisdom and its relevance to contemporary issues.\\n\\nBody Paragraph 3 - The Critique of Modern Society:\\nThis paragraph effectively highlights the story\\'s critique of modern society. To deepen your analysis, explore how the themes of materialism, consumerism, and the pursuit of power interconnect and contribute to the challenges faced by modern society. Additionally, consider discussing potential solutions or actions inspired by the Little Prince\\'s message that could help address these issues.\\n\\nConclusion:\\nThe conclusion effectively summarizes the main points of the essay and emphasizes the relevance of \"The Little Prince\" in modern life. To further enhance this section, consider incorporating a thought-provoking question or statement that encourages readers to reflect on the story\\'s message and its implications for their own lives.\\n\\nRecommendations:\\n1. Expand the essay to approximately 1,200-1,500 words to allow for a more in-depth analysis.\\n2. Incorporate specific examples and quotes from \"The Little Prince\" to support your arguments and engage the reader.\\n3. Ensure that each body paragraph contains a clear thesis statement, supporting evidence, and analysis.\\n4. Consider discussing counterarguments or potential criticisms of the Little Prince\\'s message to add depth and complexity to your essay.\\n5. Revise and edit the essay for clarity, coherence, and grammar.')]}}\n", "---\n", "{'generate': {'messages': [AIMessage(content='Title: The Little Prince: A Topical Allegory for Modern Life\\n\\nIntroduction:\\nIn Antoine de Saint-Exupéry\\'s classic novella \"The Little Prince,\" a young boy embarks on a journey through the universe, meeting various characters that symbolize different aspects of adult life. This timeless tale, published in 1943, remains incredibly relevant in today\\'s modern world. Its allegorical nature, thought-provoking message, and critique of modern society offer invaluable insights for readers of all ages. This essay will explore the allegory of \"The Little Prince,\" analyze the relevance of its message, and discuss its critique of modern society, demonstrating its topicality in contemporary life.\\n\\nBody Paragraph 1 - The Allegory of the Little Prince:\\n\"The Little Prince\" is an allegorical tale that uses whimsical characters and situations to explore various aspects of the human condition. For instance, the king represents authority without substance, while the businessman embodies the futility of materialism. The fox, conversely, symbolizes the importance of forming genuine connections and nurturing meaningful relationships. These allegorical representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\\n\\nBody Paragraph 2 - The Relevance of the Little Prince\\'s Message:\\nThe Little Prince\\'s message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. Neglecting this message can lead to feelings of isolation, loneliness, and dissatisfaction. By embracing the story\\'s wisdom, we can prioritize genuine relationships, fostering a more compassionate and interconnected society.\\n\\nBody Paragraph 3 - The Critique of Modern Society:\\n\"The Little Prince\" offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. These themes resonate strongly in today\\'s world, where wealth inequality and environmental degradation are pressing issues. The story serves as a reminder that the pursuit of material possessions and status often comes at the expense of our own happiness and the well-being of our planet. To address these challenges, we must reevaluate our priorities, focusing on sustainability, empathy, and the cultivation of meaningful relationships.\\n\\nConclusion:\\nIn conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. By embracing the story\\'s wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society. As the Little Prince so eloquently states, \"What is essential is invisible to the eye,\" reminding us that true happiness and fulfillment come from understanding and empathizing with others.\\n\\nExpanded Essay Recommendations:\\n\\n1. Expand the essay to approximately 1,200-1,500 words to allow for a more in-depth analysis.\\n2. Incorporate specific examples and quotes from \"The Little Prince\" to support your arguments and engage the reader. For instance, use quotes like, \"You become responsible, forever, for what you have tamed,\" to emphasize the importance of forming genuine connections.\\n3. Ensure that each body paragraph contains a clear thesis statement, supporting evidence, and analysis.\\n4. Consider discussing counterarguments or potential criticisms of the Little Prince\\'s message to add depth and complexity to your essay. For example, explore the idea that the pursuit of material possessions can provide a sense of security and comfort.\\n5. Revise and edit the essay for clarity, coherence, and grammar. Ensure that transitions between paragraphs are smooth and that your arguments flow logically.', response_metadata={'token_usage': {'prompt_tokens': 1168, 'total_tokens': 2044, 'completion_tokens': 876}, 'model_name': 'accounts/fireworks/models/mixtral-8x7b-instruct', 'system_fingerprint': '', 'finish_reason': 'stop', 'logprobs': None}, id='run-9bfc9ff2-3186-43f5-8b75-498d532d8d1a-0', usage_metadata={'input_tokens': 1168, 'output_tokens': 876, 'total_tokens': 2044})]}}\n", "---\n", "{'reflect': {'messages': [HumanMessage(content='Your revised essay demonstrates a clear understanding of the assignment and the source material. Here are some additional recommendations to further enhance your essay:\\n\\n1. Consider adding more nuance to your analysis of the allegory in Body Paragraph 1. You could explore how the Little Prince himself evolves throughout the story, representing not just innocence and curiosity, but also the capacity for growth and self-discovery.\\n\\n2. In Body Paragraph 2, you could delve deeper into the psychological consequences of neglecting genuine relationships. Research has shown that loneliness and social isolation can have significant impacts on mental and physical health. Incorporating these findings would strengthen your argument about the importance of the Little Prince\\'s message.\\n\\n3. For Body Paragraph 3, you could provide specific examples of how materialism and consumerism contribute to wealth inequality and environmental degradation. This would make your critique of modern society more concrete and compelling.\\n\\n4. In your conclusion, you could discuss how the Little Prince\\'s message can be applied to various aspects of modern life, such as education, politics, and personal relationships. This would demonstrate the wide-ranging relevance of the story and inspire readers to reflect on its implications for their own lives.\\n\\n5. Throughout the essay, make sure to cite secondary sources to support your analysis. This will add credibility to your arguments and demonstrate your engagement with existing scholarship on \"The Little Prince.\"\\n\\n6. Finally, proofread your essay carefully to ensure that it is free of grammatical errors and awkward phrasing. Consider asking a peer or mentor to review your work and provide feedback. A fresh pair of eyes can help you identify areas for improvement and ensure that your essay is polished and professional.')]}}\n", "---\n", "{'generate': {'messages': [AIMessage(content='Title: The Little Prince: A Topical Allegory for Modern Life\\n\\nIntroduction:\\nAntoine de Saint-Exupéry\\'s \"The Little Prince\" is a timeless novella that has captured the hearts of millions since its publication in 1943. While it might be easy to dismiss this work as a children\\'s story, its profound themes and timeless message make it a relevant and topical piece in modern life. This essay will explore the allegorical nature of \"The Little Prince,\" analyze the psychological and societal consequences of neglecting its message, and discuss its critique of modern society, demonstrating its topicality in contemporary life.\\n\\nBody Paragraph 1 - The Allegory of the Little Prince:\\n\"The Little Prince\" is an allegorical tale that uses whimsical characters and situations to explore various aspects of the human condition. The Little Prince himself represents innocence, curiosity, and the importance of human connection, but he also embodies the capacity for growth and self-discovery. As the story unfolds, readers encounter different characters that symbolize various aspects of adult life, such as vanity, materialism, and authority. These representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\\n\\nBody Paragraph 2 - The Relevance of the Little Prince\\'s Message:\\nThe Little Prince\\'s message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. Neglecting this message can lead to feelings of isolation, loneliness, and dissatisfaction, which can have significant impacts on mental and physical health. By embracing the story\\'s wisdom, we can prioritize genuine relationships, fostering a more compassionate and interconnected society.\\n\\nBody Paragraph 3 - The Critique of Modern Society:\\n\"The Little Prince\" offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. Materialism and consumerism contribute to wealth inequality and environmental degradation by promoting unsustainable practices and exacerbating social and economic disparities. For instance, the overconsumption of resources leads to deforestation, climate change, and the exploitation of marginalized communities. To address these challenges, we must reevaluate our priorities, focusing on sustainability, empathy, and the cultivation of meaningful relationships.\\n\\nConclusion:\\nIn conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. The Little Prince\\'s message can be applied to various aspects of modern life, such as education, politics, and personal relationships, inspiring readers to reflect on its implications for their own lives. By embracing the story\\'s wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society.\\n\\nTo further enhance your essay, consider incorporating secondary sources to support your analysis, and proofread your work carefully to ensure that it is free of grammatical errors and awkward phrasing. A fresh pair of eyes can help you identify areas for improvement and ensure that your essay is polished and professional.', response_metadata={'token_usage': {'prompt_tokens': 2419, 'total_tokens': 3164, 'completion_tokens': 745}, 'model_name': 'accounts/fireworks/models/mixtral-8x7b-instruct', 'system_fingerprint': '', 'finish_reason': 'stop', 'logprobs': None}, id='run-eabbd349-2b3a-4bcf-a89b-716b25471846-0', usage_metadata={'input_tokens': 2419, 'output_tokens': 745, 'total_tokens': 3164})]}}\n", "---\n", "{'reflect': {'messages': [HumanMessage(content='Thank you for the feedback and recommendations. I have incorporated some of the suggestions to further enhance the essay:\\n\\nTitle: The Little Prince: A Topical Allegory for Modern Life\\n\\nIntroduction:\\nAntoine de Saint-Exupéry\\'s \"The Little Prince\" is a timeless novella that has captured the hearts of millions since its publication in 1943. While it might be easy to dismiss this work as a children\\'s story, its profound themes and timeless message make it a relevant and topical piece in modern life. This essay will explore the allegorical nature of \"The Little Prince,\" analyze the psychological and societal consequences of neglecting its message, and discuss its critique of modern society, demonstrating its topicality in contemporary life.\\n\\nBody Paragraph 1 - The Allegory of the Little Prince:\\n\"The Little Prince\" is an allegorical tale that uses whimsical characters and situations to explore various aspects of the human condition. The Little Prince himself represents innocence, curiosity, and the importance of human connection, but he also embodies the capacity for growth and self-discovery. As the story unfolds, readers encounter different characters that symbolize various aspects of adult life, such as vanity, materialism, and authority. For instance, the king represents authority without substance, while the businessman embodies the futility of materialism. The fox, conversely, symbolizes the importance of forming genuine connections and nurturing meaningful relationships. These allegorical representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\\n\\nBody Paragraph 2 - The Relevance of the Little Prince\\'s Message:\\nThe Little Prince\\'s message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. Neglecting this message can lead to feelings of isolation, loneliness, and dissatisfaction, which can have significant impacts on mental and physical health. Research has shown that loneliness and social isolation can increase the risk of depression, anxiety, and heart disease (Holt-Lunstad, 2015). By embracing the story\\'s wisdom, we can prioritize genuine relationships, fostering a more compassionate and interconnected society.\\n\\nBody Paragraph 3 - The Critique of Modern Society:\\n\"The Little Prince\" offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. Materialism and consumerism contribute to wealth inequality and environmental degradation by promoting unsustainable practices and exacerbating social and economic disparities. For instance, the overconsumption of resources leads to deforestation, climate change, and the exploitation of marginalized communities (Jackson, 2017). To address these challenges, we must reevaluate our priorities, focusing on sustainability, empathy, and the cultivation of meaningful relationships.\\n\\nConclusion:\\nIn conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. The Little Prince\\'s message can be applied to various aspects of modern life, such as education, politics, and personal relationships, inspiring readers to reflect on its implications for their own lives. By embracing the story\\'s wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society.\\n\\nReferences:\\nHolt-Lunstad, J. (2015). The Loneliness Paradox. American Psychological Association.\\nJackson, T. (2017). Prosperity without Growth: Economics for a Finite Planet. Routledge.')]}}\n", "---\n", "{'generate': {'messages': [AIMessage(content='Your revised essay demonstrates a clear understanding of the assignment and the source material, and you have effectively incorporated the suggestions provided. The addition of research findings and specific examples has strengthened your argument and added credibility to your analysis. Your essay now provides a more nuanced exploration of the allegory, the relevance of the Little Prince\\'s message, and the critique of modern society.\\n\\nHere are some final recommendations to further enhance your essay:\\n\\n1. Ensure that your essay adheres to the required citation style (e.g., MLA, APA, or Chicago) and that all in-text citations and references are formatted correctly.\\n2. Double-check your essay for any grammatical errors, awkward phrasing, or unclear sentences. A well-written essay is not only easier to read but also more persuasive and engaging.\\n3. Consider adding a brief introduction to each body paragraph to provide context and guide the reader through your analysis. This will help ensure that your essay flows logically and that your arguments are easy to follow.\\n4. As a final step, ask a peer or mentor to review your work and provide feedback. A fresh pair of eyes can help you identify areas for improvement and ensure that your essay is polished and professional.\\n\\nOverall, your essay provides a thoughtful and engaging exploration of \"The Little Prince\" and its relevance in modern life. By incorporating the recommendations provided, you can further enhance your analysis and create a truly exceptional piece of writing.', response_metadata={'token_usage': {'prompt_tokens': 4034, 'total_tokens': 4354, 'completion_tokens': 320}, 'model_name': 'accounts/fireworks/models/mixtral-8x7b-instruct', 'system_fingerprint': '', 'finish_reason': 'stop', 'logprobs': None}, id='run-9c805bb5-01f4-4461-acf8-509f7440d31d-0', usage_metadata={'input_tokens': 4034, 'output_tokens': 320, 'total_tokens': 4354})]}}\n", "---\n" ] } ], "source": [ "async for event in graph.astream({\n", " \"messages\": [\n", " HumanMessage(\n", " content=\"Generate an essay on the topicality of The Little Prince and its message in modern life\"\n", " )\n", " ],\n", "}, config):\n", " print(event)\n", " print(\"---\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "ced83251-8edc-483d-a03f-5bd884ea8d28", "metadata": {}, "outputs": [], "source": [ "state = graph.get_state(config)" ] }, { "cell_type": "code", "execution_count": 12, "id": "394bf0df-fc28-4104-a278-a56c9cb8b10c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================\u001b[1m Human Message \u001b[0m=================================\n", "\n", "Generate an essay on the topicality of The Little Prince and its message in modern life\n", "\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", "Title: The Little Prince: A Topical Allegory for Modern Life\n", "\n", "Introduction:\n", "Antoine de Saint-Exupéry's \"The Little Prince\" is a classic novella that has captured the hearts of millions since its publication in 1943. While it might be easy to dismiss this work as a children's story, its profound themes and timeless message make it a relevant and topical piece in modern life. This essay will explore the allegorical nature of \"The Little Prince\" and discuss how its message can be applied to the complexities of the modern world.\n", "\n", "Body Paragraph 1 - The Allegory of the Little Prince:\n", "\"The Little Prince\" is an allegorical tale that explores various aspects of the human condition through its whimsical characters and situations. The Little Prince himself represents innocence, curiosity, and the importance of human connection. As the story unfolds, readers encounter different characters that symbolize various aspects of adult life, such as vanity, materialism, and authority. These representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\n", "\n", "Body Paragraph 2 - The Relevance of the Little Prince's Message:\n", "The Little Prince's message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. The Little Prince encourages readers to cherish and nurture genuine relationships, reminding us that true happiness and fulfillment come from understanding and empathizing with others.\n", "\n", "Body Paragraph 3 - The Critique of Modern Society:\n", "\"The Little Prince\" also offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. These themes resonate strongly in today's world, where wealth inequality and environmental degradation are pressing issues. The story serves as a reminder that the pursuit of material possessions and status often comes at the expense of our own happiness and the well-being of our planet.\n", "\n", "Conclusion:\n", "In conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. By embracing the story's wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society.\n", "\n", "================================\u001b[1m Human Message \u001b[0m=================================\n", "\n", "Essay Critique and Recommendations:\n", "\n", "Title: The Little Prince: A Topical Allegory for Modern Life\n", "\n", "Introduction:\n", "The introduction effectively sets the stage for the essay by providing background information on \"The Little Prince\" and its relevance in modern life. However, consider adding a hook to engage the reader's attention and create a stronger first impression.\n", "\n", "Body Paragraph 1 - The Allegory of the Little Prince:\n", "This paragraph provides a clear explanation of the allegorical nature of \"The Little Prince.\" To enhance this section, consider offering specific examples from the text to illustrate how the characters and situations symbolize various aspects of adult life. This will strengthen your analysis and make it more engaging for the reader.\n", "\n", "Body Paragraph 2 - The Relevance of the Little Prince's Message:\n", "The relevance of the Little Prince's message is well-articulated in this paragraph. To further strengthen your argument, consider discussing the consequences of ignoring this message in the context of modern society. This will help emphasize the importance of the Little Prince's wisdom and its relevance to contemporary issues.\n", "\n", "Body Paragraph 3 - The Critique of Modern Society:\n", "This paragraph effectively highlights the story's critique of modern society. To deepen your analysis, explore how the themes of materialism, consumerism, and the pursuit of power interconnect and contribute to the challenges faced by modern society. Additionally, consider discussing potential solutions or actions inspired by the Little Prince's message that could help address these issues.\n", "\n", "Conclusion:\n", "The conclusion effectively summarizes the main points of the essay and emphasizes the relevance of \"The Little Prince\" in modern life. To further enhance this section, consider incorporating a thought-provoking question or statement that encourages readers to reflect on the story's message and its implications for their own lives.\n", "\n", "Recommendations:\n", "1. Expand the essay to approximately 1,200-1,500 words to allow for a more in-depth analysis.\n", "2. Incorporate specific examples and quotes from \"The Little Prince\" to support your arguments and engage the reader.\n", "3. Ensure that each body paragraph contains a clear thesis statement, supporting evidence, and analysis.\n", "4. Consider discussing counterarguments or potential criticisms of the Little Prince's message to add depth and complexity to your essay.\n", "5. Revise and edit the essay for clarity, coherence, and grammar.\n", "\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", "Title: The Little Prince: A Topical Allegory for Modern Life\n", "\n", "Introduction:\n", "In Antoine de Saint-Exupéry's classic novella \"The Little Prince,\" a young boy embarks on a journey through the universe, meeting various characters that symbolize different aspects of adult life. This timeless tale, published in 1943, remains incredibly relevant in today's modern world. Its allegorical nature, thought-provoking message, and critique of modern society offer invaluable insights for readers of all ages. This essay will explore the allegory of \"The Little Prince,\" analyze the relevance of its message, and discuss its critique of modern society, demonstrating its topicality in contemporary life.\n", "\n", "Body Paragraph 1 - The Allegory of the Little Prince:\n", "\"The Little Prince\" is an allegorical tale that uses whimsical characters and situations to explore various aspects of the human condition. For instance, the king represents authority without substance, while the businessman embodies the futility of materialism. The fox, conversely, symbolizes the importance of forming genuine connections and nurturing meaningful relationships. These allegorical representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\n", "\n", "Body Paragraph 2 - The Relevance of the Little Prince's Message:\n", "The Little Prince's message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. Neglecting this message can lead to feelings of isolation, loneliness, and dissatisfaction. By embracing the story's wisdom, we can prioritize genuine relationships, fostering a more compassionate and interconnected society.\n", "\n", "Body Paragraph 3 - The Critique of Modern Society:\n", "\"The Little Prince\" offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. These themes resonate strongly in today's world, where wealth inequality and environmental degradation are pressing issues. The story serves as a reminder that the pursuit of material possessions and status often comes at the expense of our own happiness and the well-being of our planet. To address these challenges, we must reevaluate our priorities, focusing on sustainability, empathy, and the cultivation of meaningful relationships.\n", "\n", "Conclusion:\n", "In conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. By embracing the story's wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society. As the Little Prince so eloquently states, \"What is essential is invisible to the eye,\" reminding us that true happiness and fulfillment come from understanding and empathizing with others.\n", "\n", "Expanded Essay Recommendations:\n", "\n", "1. Expand the essay to approximately 1,200-1,500 words to allow for a more in-depth analysis.\n", "2. Incorporate specific examples and quotes from \"The Little Prince\" to support your arguments and engage the reader. For instance, use quotes like, \"You become responsible, forever, for what you have tamed,\" to emphasize the importance of forming genuine connections.\n", "3. Ensure that each body paragraph contains a clear thesis statement, supporting evidence, and analysis.\n", "4. Consider discussing counterarguments or potential criticisms of the Little Prince's message to add depth and complexity to your essay. For example, explore the idea that the pursuit of material possessions can provide a sense of security and comfort.\n", "5. Revise and edit the essay for clarity, coherence, and grammar. Ensure that transitions between paragraphs are smooth and that your arguments flow logically.\n", "\n", "================================\u001b[1m Human Message \u001b[0m=================================\n", "\n", "Your revised essay demonstrates a clear understanding of the assignment and the source material. Here are some additional recommendations to further enhance your essay:\n", "\n", "1. Consider adding more nuance to your analysis of the allegory in Body Paragraph 1. You could explore how the Little Prince himself evolves throughout the story, representing not just innocence and curiosity, but also the capacity for growth and self-discovery.\n", "\n", "2. In Body Paragraph 2, you could delve deeper into the psychological consequences of neglecting genuine relationships. Research has shown that loneliness and social isolation can have significant impacts on mental and physical health. Incorporating these findings would strengthen your argument about the importance of the Little Prince's message.\n", "\n", "3. For Body Paragraph 3, you could provide specific examples of how materialism and consumerism contribute to wealth inequality and environmental degradation. This would make your critique of modern society more concrete and compelling.\n", "\n", "4. In your conclusion, you could discuss how the Little Prince's message can be applied to various aspects of modern life, such as education, politics, and personal relationships. This would demonstrate the wide-ranging relevance of the story and inspire readers to reflect on its implications for their own lives.\n", "\n", "5. Throughout the essay, make sure to cite secondary sources to support your analysis. This will add credibility to your arguments and demonstrate your engagement with existing scholarship on \"The Little Prince.\"\n", "\n", "6. Finally, proofread your essay carefully to ensure that it is free of grammatical errors and awkward phrasing. Consider asking a peer or mentor to review your work and provide feedback. A fresh pair of eyes can help you identify areas for improvement and ensure that your essay is polished and professional.\n", "\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", "Title: The Little Prince: A Topical Allegory for Modern Life\n", "\n", "Introduction:\n", "Antoine de Saint-Exupéry's \"The Little Prince\" is a timeless novella that has captured the hearts of millions since its publication in 1943. While it might be easy to dismiss this work as a children's story, its profound themes and timeless message make it a relevant and topical piece in modern life. This essay will explore the allegorical nature of \"The Little Prince,\" analyze the psychological and societal consequences of neglecting its message, and discuss its critique of modern society, demonstrating its topicality in contemporary life.\n", "\n", "Body Paragraph 1 - The Allegory of the Little Prince:\n", "\"The Little Prince\" is an allegorical tale that uses whimsical characters and situations to explore various aspects of the human condition. The Little Prince himself represents innocence, curiosity, and the importance of human connection, but he also embodies the capacity for growth and self-discovery. As the story unfolds, readers encounter different characters that symbolize various aspects of adult life, such as vanity, materialism, and authority. These representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\n", "\n", "Body Paragraph 2 - The Relevance of the Little Prince's Message:\n", "The Little Prince's message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. Neglecting this message can lead to feelings of isolation, loneliness, and dissatisfaction, which can have significant impacts on mental and physical health. By embracing the story's wisdom, we can prioritize genuine relationships, fostering a more compassionate and interconnected society.\n", "\n", "Body Paragraph 3 - The Critique of Modern Society:\n", "\"The Little Prince\" offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. Materialism and consumerism contribute to wealth inequality and environmental degradation by promoting unsustainable practices and exacerbating social and economic disparities. For instance, the overconsumption of resources leads to deforestation, climate change, and the exploitation of marginalized communities. To address these challenges, we must reevaluate our priorities, focusing on sustainability, empathy, and the cultivation of meaningful relationships.\n", "\n", "Conclusion:\n", "In conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. The Little Prince's message can be applied to various aspects of modern life, such as education, politics, and personal relationships, inspiring readers to reflect on its implications for their own lives. By embracing the story's wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society.\n", "\n", "To further enhance your essay, consider incorporating secondary sources to support your analysis, and proofread your work carefully to ensure that it is free of grammatical errors and awkward phrasing. A fresh pair of eyes can help you identify areas for improvement and ensure that your essay is polished and professional.\n", "\n", "================================\u001b[1m Human Message \u001b[0m=================================\n", "\n", "Thank you for the feedback and recommendations. I have incorporated some of the suggestions to further enhance the essay:\n", "\n", "Title: The Little Prince: A Topical Allegory for Modern Life\n", "\n", "Introduction:\n", "Antoine de Saint-Exupéry's \"The Little Prince\" is a timeless novella that has captured the hearts of millions since its publication in 1943. While it might be easy to dismiss this work as a children's story, its profound themes and timeless message make it a relevant and topical piece in modern life. This essay will explore the allegorical nature of \"The Little Prince,\" analyze the psychological and societal consequences of neglecting its message, and discuss its critique of modern society, demonstrating its topicality in contemporary life.\n", "\n", "Body Paragraph 1 - The Allegory of the Little Prince:\n", "\"The Little Prince\" is an allegorical tale that uses whimsical characters and situations to explore various aspects of the human condition. The Little Prince himself represents innocence, curiosity, and the importance of human connection, but he also embodies the capacity for growth and self-discovery. As the story unfolds, readers encounter different characters that symbolize various aspects of adult life, such as vanity, materialism, and authority. For instance, the king represents authority without substance, while the businessman embodies the futility of materialism. The fox, conversely, symbolizes the importance of forming genuine connections and nurturing meaningful relationships. These allegorical representations allow the story to transcend age and culture, making it relatable to a wide range of readers, even in the modern context.\n", "\n", "Body Paragraph 2 - The Relevance of the Little Prince's Message:\n", "The Little Prince's message is centered around the importance of looking beyond superficial appearances and forming meaningful connections with others. In a world increasingly dominated by technology and social media, where surface-level interactions are commonplace, this message is more relevant than ever. Neglecting this message can lead to feelings of isolation, loneliness, and dissatisfaction, which can have significant impacts on mental and physical health. Research has shown that loneliness and social isolation can increase the risk of depression, anxiety, and heart disease (Holt-Lunstad, 2015). By embracing the story's wisdom, we can prioritize genuine relationships, fostering a more compassionate and interconnected society.\n", "\n", "Body Paragraph 3 - The Critique of Modern Society:\n", "\"The Little Prince\" offers a critique of modern society, highlighting the dangers of materialism, consumerism, and the pursuit of power. Materialism and consumerism contribute to wealth inequality and environmental degradation by promoting unsustainable practices and exacerbating social and economic disparities. For instance, the overconsumption of resources leads to deforestation, climate change, and the exploitation of marginalized communities (Jackson, 2017). To address these challenges, we must reevaluate our priorities, focusing on sustainability, empathy, and the cultivation of meaningful relationships.\n", "\n", "Conclusion:\n", "In conclusion, \"The Little Prince\" remains a topical and relevant work in modern life due to its allegorical nature, timeless message, and critique of modern society. Its exploration of human connections, materialism, and the pursuit of power offers valuable insights for readers of all ages. The Little Prince's message can be applied to various aspects of modern life, such as education, politics, and personal relationships, inspiring readers to reflect on its implications for their own lives. By embracing the story's wisdom, we can better navigate the complexities of the modern world and foster a more compassionate, sustainable, and interconnected society.\n", "\n", "References:\n", "Holt-Lunstad, J. (2015). The Loneliness Paradox. American Psychological Association.\n", "Jackson, T. (2017). Prosperity without Growth: Economics for a Finite Planet. Routledge.\n", "\n", "==================================\u001b[1m Ai Message \u001b[0m==================================\n", "\n", "Your revised essay demonstrates a clear understanding of the assignment and the source material, and you have effectively incorporated the suggestions provided. The addition of research findings and specific examples has strengthened your argument and added credibility to your analysis. Your essay now provides a more nuanced exploration of the allegory, the relevance of the Little Prince's message, and the critique of modern society.\n", "\n", "Here are some final recommendations to further enhance your essay:\n", "\n", "1. Ensure that your essay adheres to the required citation style (e.g., MLA, APA, or Chicago) and that all in-text citations and references are formatted correctly.\n", "2. Double-check your essay for any grammatical errors, awkward phrasing, or unclear sentences. A well-written essay is not only easier to read but also more persuasive and engaging.\n", "3. Consider adding a brief introduction to each body paragraph to provide context and guide the reader through your analysis. This will help ensure that your essay flows logically and that your arguments are easy to follow.\n", "4. As a final step, ask a peer or mentor to review your work and provide feedback. A fresh pair of eyes can help you identify areas for improvement and ensure that your essay is polished and professional.\n", "\n", "Overall, your essay provides a thoughtful and engaging exploration of \"The Little Prince\" and its relevance in modern life. By incorporating the recommendations provided, you can further enhance your analysis and create a truly exceptional piece of writing.\n" ] } ], "source": [ "ChatPromptTemplate.from_messages(state.values[\"messages\"]).pretty_print()" ] }, { "cell_type": "markdown", "id": "0fa62df2-e8ee-40dd-ac95-9d982eae6079", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Conclusion\n", "\n", "Now that you've applied reflection to an LLM agent, I'll note one thing: self-reflection is inherently cyclic: it is much more effective if the reflection step has additional context or feedback (from tool observations, checks, etc.). If, like in the scenario above, the reflection step simply prompts the LLM to reflect on its output, it can still benefit the output quality (since the LLM then has multiple \"shots\" at getting a good output), but it's less guaranteed.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }