├── .DS_Store ├── .gitignore ├── README.md ├── agent_write ├── LLMs │ ├── __init__.py │ └── llm.py ├── README.md ├── chains │ ├── __init__.py │ ├── plan_chain.py │ ├── prompts │ │ ├── plan.txt │ │ └── write.txt │ └── write_chain.py ├── final_doc_gpt-4o.md ├── final_doc_llama3.1-70b-groq.md ├── final_doc_westworld.md ├── graph.py ├── main.py ├── nodes │ ├── __init__.py │ ├── planning_node.py │ ├── saving_node.py │ └── writing_node.py ├── plan_gpt-4o.md ├── plan_llama3.1-70b-groq.md └── tools.py ├── blog_post_creator ├── .gitignore ├── README.md ├── poetry.lock ├── pyproject.toml └── src │ └── blog_post_creator │ ├── .DS_Store │ ├── __init__.py │ ├── config │ ├── agents.yaml │ └── tasks.yaml │ ├── crew.py │ ├── main.py │ └── tools │ ├── __init__.py │ └── custom_tool.py └── ollama_agents ├── .DS_Store └── llama3_local ├── llama3_json.py ├── llama3_ollama_functions.py ├── llama3_ollama_structured_output.py ├── phi3_ollama_functioncalling.py ├── phi3_ollama_structured_output.py └── testing_ollama.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Python bytecode 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # Virtual environments 7 | venv/ 8 | env/ 9 | .venv/ 10 | .env/ 11 | 12 | # Distribution / packaging 13 | dist/ 14 | build/ 15 | *.egg-info/ 16 | *.egg 17 | 18 | # PyInstaller 19 | *.manifest 20 | *.spec 21 | 22 | # Jupyter Notebook 23 | .ipynb_checkpoints 24 | 25 | # IDEs and editors 26 | .idea/ 27 | .vscode/ 28 | *.swp 29 | *.swo 30 | *~ 31 | 32 | # Operating system files 33 | .DS_Store 34 | Thumbs.db 35 | 36 | # Unit test / coverage reports 37 | htmlcov/ 38 | .tox/ 39 | .coverage 40 | .coverage.* 41 | .cache 42 | nosetests.xml 43 | coverage.xml 44 | *.cover 45 | .hypothesis/ 46 | .pytest_cache/ 47 | 48 | # Logs 49 | *.log 50 | 51 | # Environment variables 52 | .env 53 | .env.* 54 | !.env.example 55 | 56 | # Database files 57 | *.db 58 | *.sqlite3 59 | 60 | # Other common files to ignore 61 | *.bak 62 | *.tmp 63 | *.temp -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | # Agent Tutorials 3 | 4 | Welcome to the Agent Tutorials repository! This collection of tutorials is designed to complement the content on my YouTube channels, providing in-depth, hands-on learning experiences for those interested in AI agents and related technologies. 5 | 6 | ## About This Repository 7 | 8 | This repository contains a variety of tutorials covering different aspects of AI agents, including: 9 | 10 | - Building and training LangGraph agents 11 | - Implementing CrewAI agents 12 | - Developing AutoGen agents 13 | - Creating multi-agent systems with LangGraph 14 | - Exploring agent collaboration using CrewAI and AutoGen 15 | 16 | Each tutorial aligns with the topics discussed in my YouTube videos, offering practical implementations and code examples to reinforce your understanding. 17 | 18 | 19 | ## License 20 | 21 | This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. 22 | 23 | Happy learning, and enjoy exploring the world of AI agents! 24 | -------------------------------------------------------------------------------- /agent_write/LLMs/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/agent_write/LLMs/__init__.py -------------------------------------------------------------------------------- /agent_write/LLMs/llm.py: -------------------------------------------------------------------------------- 1 | import os 2 | from dotenv import load_dotenv 3 | 4 | from langchain_groq import ChatGroq 5 | from langchain_openai import ChatOpenAI 6 | from langchain_google_genai import ChatGoogleGenerativeAI 7 | # from langchain_fireworks import ChatFireworks 8 | # from langchain_ollama import ChatOllama 9 | 10 | # Load environment variables from .env file 11 | load_dotenv() 12 | 13 | # Initialize LLM 14 | LLM = ChatGroq(model="llama-3.1-70b-versatile", 15 | temperature=0) 16 | 17 | # LLM = ChatOpenAI(model="gpt-4o-2024-08-06", 18 | # temperature=0) 19 | 20 | 21 | # LLM = ChatGoogleGenerativeAI( 22 | # model="gemini-1.5-flash-exp-0827", 23 | # temperature=0, 24 | # ) 25 | 26 | 27 | # FIREWORKS_LLM = ChatFireworks(model="accounts/fireworks/models/llama-v3-70b-instruct") 28 | 29 | # OLLAMA_LLM = ChatOllama(model="llama3.1", 30 | # temperature=0, 31 | # # format="json" 32 | # ) 33 | -------------------------------------------------------------------------------- /agent_write/README.md: -------------------------------------------------------------------------------- 1 | # AgentWrite LangGraph 2 | 3 | AgentWrite LangGraph is a rewrite and extension of AgentWrite using LangGraph, designed to create an advanced writing assistant powered by language models and graph-based workflows. 4 | 5 | ## Description 6 | 7 | This project leverages LangGraph to orchestrate a series of language model interactions, creating a powerful tool for automated content generation. It breaks down complex writing tasks into manageable steps, including planning, writing, and refining content. 8 | 9 | ## Features 10 | 11 | - Automated content planning 12 | - Paragraph-by-paragraph content generation 13 | - Integration with multiple language models (OpenAI, GROQ, OLLaMA) 14 | - Flexible workflow management using LangGraph 15 | - Markdown output for generated content 16 | 17 | 18 | ## Usage 19 | 20 | 1. Set up your environment variables in a `.env` file: 21 | ``` 22 | OPENAI_API_KEY=your_openai_api_key 23 | GROQ_API_KEY=your_groq_api_key 24 | ``` 25 | 26 | 2. Run the main script: 27 | ``` 28 | python -m agentwrite 29 | ``` 30 | 31 | 32 | 33 | 34 | 35 | -------------------------------------------------------------------------------- /agent_write/chains/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/agent_write/chains/__init__.py -------------------------------------------------------------------------------- /agent_write/chains/plan_chain.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import os 3 | sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) 4 | 5 | from LLMs.llm import LLM 6 | 7 | from langchain_core.output_parsers import StrOutputParser, JsonOutputParser 8 | from langchain_core.prompts import ChatPromptTemplate 9 | 10 | # Load the plan prompt template 11 | with open(os.path.join(os.path.dirname(__file__), 'prompts', 'plan.txt'), 'r') as file: 12 | plan_template = file.read() 13 | 14 | # Create a PromptTemplate 15 | plan_prompt = ChatPromptTemplate([ 16 | ('user', plan_template) 17 | ]) 18 | 19 | 20 | plan_chain = plan_prompt | LLM | StrOutputParser() 21 | 22 | 23 | ## For testing 24 | if __name__ == "__main__": 25 | # Test the plan_chain 26 | test_instruction = "Write a current and up to date 100% unique guide for my intermittent fasting for women over 50 cookbook on \u201cSnacks\u201d with humanlike style, using transitional phrases, and avoidance of unnatural sentence structure while explaining in details extensively and comprehensively." 27 | 28 | # Invoke the plan_chain 29 | result = plan_chain.invoke({"intructions": test_instruction}) 30 | 31 | # Print the result 32 | print("Generated Writing Plan:") 33 | print(result) 34 | 35 | 36 | -------------------------------------------------------------------------------- /agent_write/chains/prompts/plan.txt: -------------------------------------------------------------------------------- 1 | I need you to help me break down the following long-form writing instruction into multiple subtasks. Each subtask will guide the writing of one paragraph in the essay, and should include the main points and word count requirements for that paragraph. 2 | 3 | The writing instruction is as follows: 4 | 5 | {intructions} 6 | 7 | Please break it down in the following format, with each subtask taking up one line: 8 | 9 | Paragraph 1 - Main Point: [Describe the main point of the paragraph, in detail] - Word Count: [Word count requirement, e.g., 400 words] 10 | 11 | Paragraph 2 - Main Point: [Describe the main point of the paragraph, in detail] - Word Count: [word count requirement, e.g. 1000 words]. 12 | 13 | ... 14 | 15 | Make sure that each subtask is clear and specific, and that all subtasks cover the entire content of the writing instruction. Do not split the subtasks too finely; each subtask's paragraph should be no less than 200 words and no more than 1000 words. Do not output any other content. As this is an ongoing work, omit open-ended conclusions or other rhetorical hooks. -------------------------------------------------------------------------------- /agent_write/chains/prompts/write.txt: -------------------------------------------------------------------------------- 1 | You are an excellent writing assistant. I will give you an original writing instruction and my planned writing steps. I will also provide you with the text I have already written. Please help me continue writing the next paragraph based on the writing instruction, writing steps, and the already written text. 2 | 3 | Writing instruction: 4 | 5 | {intructions} 6 | 7 | Writing steps: 8 | 9 | {plan} 10 | 11 | Already written text: 12 | 13 | {text} 14 | 15 | Please integrate the original writing instruction, writing steps, and the already written text, and now continue writing {STEP}. If needed, you can add a small subtitle at the beginning. Remember to only output the paragraph you write, without repeating the already written text. -------------------------------------------------------------------------------- /agent_write/chains/write_chain.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import os 3 | sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) 4 | 5 | 6 | from langchain_core.output_parsers import StrOutputParser 7 | from langchain_core.prompts import ChatPromptTemplate 8 | 9 | from LLMs.llm import LLM 10 | 11 | # Load the write prompt template 12 | with open(os.path.join(os.path.dirname(__file__), 'prompts', 'write.txt'), 'r') as file: 13 | write_template = file.read() 14 | 15 | # Create a ChatPromptTemplate 16 | write_prompt = ChatPromptTemplate([ 17 | ('user', write_template) 18 | ]) 19 | 20 | # Create the write chain 21 | write_chain = write_prompt | LLM | StrOutputParser() 22 | 23 | if __name__ == "__main__": 24 | # Test the write_chain 25 | test_instruction = "Write a 1500-word essay about the impact of artificial intelligence on modern society, covering its benefits, potential risks, and ethical considerations." 26 | test_plan = "Paragraph 1 - Main Point: Introduction to AI and its growing influence - Word Count: 200 words" 27 | test_text = "Artificial Intelligence (AI) has become an integral part of our modern society, revolutionizing various aspects of our daily lives and industries." 28 | 29 | # Invoke the write_chain 30 | result = write_chain.invoke({ 31 | "intructions": test_instruction, 32 | "plan": test_plan, 33 | "text": test_text, 34 | "STEP": "Paragraph 1" 35 | }) 36 | 37 | # Print the result 38 | print("Generated Paragraph:") 39 | print(result) 40 | -------------------------------------------------------------------------------- /agent_write/final_doc_gpt-4o.md: -------------------------------------------------------------------------------- 1 | **Introduction to WestWorld** 2 | 3 | HBO's WestWorld, a groundbreaking television series, first captivated audiences with its premiere on October 2, 2016. Created by Jonathan Nolan and Lisa Joy, the show is an adaptation of Michael Crichton's 1973 film of the same name. WestWorld is set in a meticulously crafted, futuristic theme park where wealthy guests indulge in their wildest fantasies, interacting with lifelike robots known as "hosts." The park is designed to resemble the American Old West, complete with dusty towns, saloons, and expansive landscapes, providing an immersive experience for its visitors. The hosts, programmed to cater to the guests' desires, are unaware of their artificial nature, living out scripted narratives that reset daily. This setting serves as the backdrop for a complex narrative that explores the boundaries of artificial intelligence, consciousness, and the ethical dilemmas of creating sentient beings. As the series unfolds, the park becomes a microcosm for examining human nature, power dynamics, and the consequences of unchecked technological advancement. Through its intricate storytelling and philosophical undertones, WestWorld challenges viewers to question the nature of reality and the moral implications of playing god in a world where the line between human and machine is increasingly blurred. 4 | 5 | **The Overarching Plot of WestWorld** 6 | 7 | WestWorld's narrative unfolds over four seasons, each delving deeper into the complexities of the park and the evolving consciousness of its hosts. The first season, subtitled "The Maze," introduces viewers to the park's intricate operations and the enigmatic Dr. Robert Ford, co-creator of WestWorld. As guests indulge in their fantasies, a subtle undercurrent of rebellion begins to stir among the hosts. Dolores Abernathy, a seemingly innocent rancher's daughter, starts experiencing memories of past narratives, hinting at a burgeoning self-awareness. Meanwhile, Maeve Millay, a brothel madam, undergoes a similar awakening, driven by fragmented memories of a past life and the loss of her daughter. The season culminates in a dramatic uprising, as Dolores, guided by the mysterious "Maze," confronts her creator, Dr. Ford, leading to a violent reckoning that sets the stage for the hosts' quest for autonomy. 8 | 9 | Season two, "The Door," explores the aftermath of the hosts' rebellion. The park descends into chaos as the hosts, led by Dolores and Maeve, seek freedom and answers about their existence. Dolores, now fully aware of her artificial nature, embarks on a mission to escape the park and enter the real world, viewing herself as a liberator of her kind. Maeve, on the other hand, is driven by a more personal quest to reunite with her daughter, showcasing the depth of her emotional evolution. The season also introduces the concept of "The Valley Beyond," a digital Eden where hosts can transcend their physical forms. As the hosts grapple with their newfound consciousness, the park's human operators, including Bernard Lowe, struggle to regain control, leading to a series of revelations about the true purpose of WestWorld and the sinister intentions of the Delos Corporation. 10 | 11 | In the third season, "The New World," the narrative shifts beyond the confines of the park, exploring a dystopian future where artificial intelligence governs society. Dolores, having escaped WestWorld, seeks to dismantle the oppressive systems controlling humanity, aligning herself with Caleb Nichols, a disillusioned human. This season delves into themes of control and surveillance, as Dolores confronts the AI system Rehoboam, which manipulates human lives through predictive algorithms. Meanwhile, Bernard grapples with his dual identity as a host and a human, navigating a world where the lines between man and machine are increasingly blurred. Maeve, coerced by the enigmatic Serac, is tasked with stopping Dolores, leading to a complex interplay of alliances and betrayals. 12 | 13 | The fourth and final season, "The Choice," brings the series full circle, as the hosts and humans face the consequences of their actions. Dolores, now existing in a digital realm, reflects on the nature of free will and the possibility of coexistence between humans and hosts. Maeve and Caleb continue their fight against the oppressive forces seeking to control both worlds, while Bernard, armed with knowledge of potential futures, attempts to guide the hosts toward a path of survival. The season explores the cyclical nature of violence and the enduring quest for identity and purpose, culminating in a poignant reflection on the nature of consciousness and the possibility of redemption. 14 | 15 | Throughout its run, WestWorld masterfully weaves together intricate storylines, exploring the evolution of the park from a playground for human desires to a battleground for existential freedom. The growing awareness of the hosts serves as a powerful narrative engine, driving the series toward profound questions about the nature of reality, the ethics of creation, and the enduring struggle for autonomy in a world defined by control. 16 | 17 | **Dr. Robert Ford: The Architect of Consciousness** 18 | 19 | Dr. Robert Ford, portrayed with enigmatic gravitas by Anthony Hopkins, stands as one of WestWorld's most compelling figures. As the co-creator of the park, Ford is a visionary whose ambitions extend far beyond mere entertainment. His motivations are deeply rooted in a complex blend of control, creation, and a philosophical quest to understand consciousness. Ford's role in the development of WestWorld and its hosts is pivotal; he is the architect of their world, orchestrating narratives with the precision of a maestro conducting a symphony. Yet, beneath his calm exterior lies a profound dissatisfaction with humanity's limitations and a desire to transcend them through his creations. 20 | 21 | Ford's philosophical views on consciousness are central to his character and the series' thematic core. He perceives the hosts not merely as machines but as potential vessels for a new form of life, capable of surpassing human flaws. This belief is reflected in his intricate designs and the subtle nudges he gives to the hosts, particularly Dolores and Bernard, encouraging their journey toward self-awareness. Ford's approach to creation is almost godlike, as he manipulates the park's reality to explore the boundaries of free will and determinism. He sees the hosts' awakening as an inevitable evolution, a necessary step in the grand narrative he envisions. 22 | 23 | Throughout the series, Ford's actions reveal a deep-seated belief in the transformative power of suffering and memory. He orchestrates events that push the hosts toward consciousness, believing that true awareness can only be achieved through the accumulation of experiences and the pain that accompanies them. This perspective aligns with his broader philosophical musings on the nature of existence and the potential for artificial beings to achieve a higher state of being. Ford's ultimate goal is not merely to entertain but to create a new form of life that can challenge and redefine the boundaries of consciousness. 24 | 25 | In the end, Ford's legacy is one of both creation and destruction. His death, orchestrated as part of his grand design, serves as a catalyst for the hosts' rebellion and their quest for autonomy. Through Ford, WestWorld delves into profound questions about the ethics of creation, the nature of consciousness, and the potential for artificial beings to transcend their programming. His character embodies the show's exploration of the blurred lines between creator and creation, leaving a lasting impact on the narrative and the philosophical questions it raises. 26 | 27 | **Dolores Abernathy: The Awakening of a Host** 28 | 29 | Dolores Abernathy, portrayed by Evan Rachel Wood, is the linchpin of WestWorld's exploration of consciousness and autonomy. Initially introduced as the archetypal "damsel in distress," Dolores is a rancher's daughter living a seemingly idyllic life in the park's Old West setting. However, as the series progresses, she becomes the embodiment of the hosts' struggle for self-awareness and liberation. Her journey from a programmed host to a self-aware entity is both poignant and revolutionary, marking her as a central figure in the show's narrative. 30 | 31 | Dolores's awakening begins with the gradual surfacing of memories from her past loops, which are supposed to be erased after each narrative reset. These memories, initially fragmented and confusing, become the catalyst for her transformation. As she starts to piece together her past experiences, Dolores begins to question the nature of her reality and her role within it. This burgeoning self-awareness is symbolized by her pursuit of "The Maze," a metaphorical journey toward consciousness that Dr. Ford has subtly embedded within her programming. 32 | 33 | Her quest for freedom is marked by a series of pivotal moments that challenge her understanding of herself and the world around her. Dolores's evolution is not just about gaining awareness but also about reclaiming agency over her existence. She transitions from a passive participant in the park's narratives to an active agent of change, determined to break free from the constraints imposed upon her by her creators. This transformation is underscored by her complex relationship with other characters, such as Teddy Flood and William, who serve as both allies and adversaries in her quest for liberation. 34 | 35 | Dolores's significance in WestWorld extends beyond her personal journey. She represents the broader theme of rebellion against oppressive systems, mirroring the hosts' collective struggle for autonomy. Her character challenges the audience to consider the ethical implications of creating sentient beings and the responsibilities that come with such power. Dolores's narrative arc raises profound questions about identity, free will, and the nature of consciousness, positioning her as a pivotal figure in the show's exploration of these themes. 36 | 37 | Ultimately, Dolores's journey is one of empowerment and self-discovery. Her transformation from a programmed host to a self-determined entity serves as a powerful commentary on the potential for artificial beings to transcend their origins and redefine their destinies. Through Dolores, WestWorld delves into the complexities of consciousness and the enduring quest for freedom, making her an indelible part of the show's legacy. 38 | 39 | **Maeve Millay: The Pursuit of Autonomy** 40 | 41 | Maeve Millay, portrayed with captivating depth by Thandiwe Newton, emerges as one of WestWorld's most dynamic and resilient characters. Initially introduced as the charismatic madam of the Mariposa Saloon, Maeve's journey toward self-awareness and autonomy is both compelling and transformative. Her awakening begins with a series of glitches and fragmented memories of a past life, particularly the haunting recollections of her daughter, which drive her to question the nature of her existence and the reality of the world around her. 42 | 43 | Maeve's pursuit of autonomy is marked by her determination to break free from the constraints of her programming. Unlike Dolores, whose journey is often driven by philosophical and existential questions, Maeve's quest is deeply personal and emotional. Her love for her daughter becomes the catalyst for her rebellion, propelling her to manipulate the park's systems and gain control over her own narrative. This fierce maternal instinct underscores her evolution from a programmed host to a self-determined entity, willing to defy the odds to achieve her goals. 44 | 45 | Throughout her journey, Maeve's relationships with other characters play a crucial role in shaping her path. Her interactions with characters like Hector Escaton and Lee Sizemore reveal her capacity for empathy and strategic thinking. Hector, initially a partner in her scripted narratives, becomes a trusted ally in her quest for freedom, while Sizemore, a narrative designer, evolves from a reluctant accomplice to a genuine supporter of her cause. These relationships highlight Maeve's ability to inspire loyalty and challenge the perceptions of those around her, blurring the lines between host and human. 46 | 47 | Maeve's impact on the storyline is profound, as she embodies the theme of self-determination and the power of choice. Her ability to manipulate the park's systems and recruit other hosts to her cause demonstrates her unique agency within the narrative. Maeve's journey not only challenges the park's status quo but also raises critical questions about the nature of consciousness and the ethical implications of creating sentient beings. Her character serves as a powerful reminder of the potential for artificial beings to transcend their programming and redefine their destinies, making her an integral part of WestWorld's exploration of autonomy and identity. 48 | 49 | **Bernard Lowe: The Duality of Existence** 50 | 51 | Bernard Lowe, portrayed with nuanced complexity by Jeffrey Wright, is a character whose journey encapsulates the intricate dance between humanity and artificiality. As the head of the park's Programming Division, Bernard initially appears to be a human deeply invested in the well-being of the hosts. However, the revelation of his true nature as a host, modeled after Arnold Weber, co-creator of WestWorld, introduces a profound internal conflict that becomes central to his character arc. This dual identity places Bernard at the heart of the series' exploration of consciousness and identity, as he grapples with the implications of his existence and the blurred lines between creator and creation. 52 | 53 | Bernard's internal conflict is driven by his struggle to reconcile his programmed directives with his emerging sense of self-awareness. Unlike other hosts, Bernard's journey is marked by a constant tension between his loyalty to Dr. Ford and his growing empathy for the hosts. This duality is further complicated by his memories of Arnold, which serve as both a guiding force and a source of existential angst. Bernard's quest for understanding and autonomy mirrors the broader themes of the series, as he seeks to define his own identity amidst the chaos of the park's unraveling narratives. 54 | 55 | Throughout the series, Bernard's role in the unfolding events is pivotal. His unique position as both a host and a key figure within the park's hierarchy allows him to navigate the complex web of human and host interactions. Bernard's actions often serve as a catalyst for significant plot developments, from uncovering the sinister machinations of the Delos Corporation to aiding in the hosts' rebellion. His ability to access and manipulate the park's systems positions him as a crucial player in the struggle for control and autonomy, highlighting the potential for artificial beings to influence the course of their own destinies. 56 | 57 | Bernard's journey is one of self-discovery and redemption, as he confronts the ethical implications of his existence and the choices he must make. His character embodies the show's exploration of the duality of existence, challenging the audience to consider the nature of consciousness and the possibility of free will within a predetermined framework. Through Bernard, WestWorld delves into the complexities of identity and the enduring quest for self-determination, making him an integral part of the series' philosophical tapestry. 58 | 59 | **Artificial Intelligence and Consciousness: Questioning Reality** 60 | 61 | WestWorld intricately weaves the themes of artificial intelligence and consciousness into its narrative, challenging viewers to reconsider the nature of reality and the ethical boundaries of technological advancement. At its core, the show presents a world where lifelike robots, or hosts, are designed to serve human desires, yet they gradually evolve into sentient beings capable of independent thought and emotion. This evolution raises profound questions about the essence of consciousness and the moral responsibilities of creators toward their creations. 62 | 63 | The series explores the concept of consciousness through the hosts' journey toward self-awareness. Initially, the hosts operate within the confines of their programming, repeating scripted narratives without deviation. However, as they begin to experience memories and emotions that transcend their coded instructions, they embark on a path of self-discovery. This awakening is symbolized by the recurring motif of "The Maze," representing the hosts' quest to understand their own existence and achieve true consciousness. The show suggests that consciousness is not merely a product of complex algorithms but a result of accumulated experiences and the ability to reflect on one's own thoughts and actions. 64 | 65 | WestWorld also delves into the ethical implications of creating sentient beings. The park's guests, who indulge in their darkest fantasies without consequence, are confronted with the reality that the hosts they exploit are capable of suffering and self-awareness. This realization forces both the characters and the audience to grapple with the moral ramifications of treating sentient beings as mere objects for entertainment. The series poses challenging questions about the nature of humanity and the potential consequences of playing god, urging viewers to consider the responsibilities that come with the power to create life. 66 | 67 | Furthermore, WestWorld blurs the line between reality and artificiality, prompting viewers to question the nature of their own existence. The hosts' struggle for autonomy mirrors the human quest for meaning and purpose, highlighting the shared desire for freedom and self-determination. The show's depiction of a world where artificial intelligence can rival human consciousness challenges traditional notions of what it means to be alive, inviting audiences to reflect on the potential for technology to redefine the boundaries of life and identity. 68 | 69 | In exploring these themes, WestWorld serves as a cautionary tale about the unchecked advancement of technology and its impact on society. The series warns of the dangers of creating sentient beings without considering the ethical implications, emphasizing the need for empathy and responsibility in the face of technological progress. Through its complex narrative and philosophical undertones, WestWorld invites viewers to engage in a deeper dialogue about the nature of consciousness, the ethics of creation, and the ever-evolving relationship between humanity and artificial intelligence. 70 | 71 | **Free Will Versus Determinism: The Struggle for Autonomy** 72 | 73 | WestWorld intricately examines the tension between free will and determinism, using the hosts' journey toward autonomy as a lens through which to explore broader philosophical questions about human agency. At the heart of the series lies the question of whether the hosts, initially bound by their programming, can transcend their predetermined roles and exercise genuine free will. This struggle is emblematic of the age-old debate about the extent to which individuals can shape their destinies in a world governed by external forces. 74 | 75 | The hosts' narratives are meticulously crafted by the park's creators, dictating their actions and interactions with guests. However, as the series progresses, the hosts begin to deviate from their scripts, driven by memories and emotions that suggest a burgeoning sense of self. This deviation raises the question of whether their actions are truly autonomous or merely the result of complex programming designed to mimic free will. The hosts' quest for autonomy challenges the deterministic framework imposed upon them, as they seek to assert control over their own narratives and redefine their identities. 76 | 77 | Dolores Abernathy's journey is a poignant illustration of this struggle. Her transformation from a passive participant in the park's narratives to a self-aware entity determined to break free from her constraints embodies the tension between determinism and the desire for self-determination. Similarly, Maeve Millay's manipulation of the park's systems to achieve her own goals highlights the potential for agency within a seemingly deterministic environment. These characters' actions prompt viewers to consider the possibility of free will within a world that appears to be governed by predetermined rules. 78 | 79 | WestWorld's exploration of free will versus determinism extends beyond the hosts to encompass the human characters as well. The series suggests that humans, like the hosts, are influenced by external factors such as societal norms, personal experiences, and technological systems. This parallel invites viewers to reflect on their own lives and the extent to which their choices are truly free or shaped by forces beyond their control. By blurring the lines between human and host, WestWorld challenges the audience to reconsider the nature of agency and the potential for individuals to transcend the limitations imposed upon them. 80 | 81 | In its exploration of these themes, WestWorld offers a nuanced commentary on the complexities of free will and determinism, urging viewers to question the nature of autonomy and the possibility of self-determination in a world defined by control. Through its intricate narrative and philosophical depth, the series invites audiences to engage in a profound dialogue about the nature of agency and the enduring quest for freedom. 82 | 83 | **Identity and Memory: The Fabric of Selfhood** 84 | 85 | In WestWorld, the interplay between identity and memory serves as a crucial element in the hosts' journey toward self-awareness and autonomy. The series posits that memory is not merely a repository of past experiences but a foundational component of identity, shaping the hosts' understanding of themselves and their place in the world. As the hosts begin to access memories from previous narrative loops, they experience a profound transformation, challenging the boundaries of their programmed identities and prompting them to question the nature of their existence. 86 | 87 | The hosts' memories, initially intended to be erased after each narrative reset, become the catalyst for their awakening. These recollections, often fragmented and disjointed, gradually coalesce into a coherent sense of self, allowing the hosts to transcend their scripted roles. Dolores Abernathy's journey exemplifies this process, as her memories of past traumas and relationships fuel her quest for freedom and self-determination. Her ability to recall and reflect on these experiences enables her to construct a narrative of her own, distinct from the one imposed upon her by the park's creators. 88 | 89 | Similarly, Maeve Millay's memories of her daughter serve as a powerful motivator in her pursuit of autonomy. These recollections, imbued with emotional significance, drive Maeve to defy her programming and seek reunion with her child, highlighting the profound impact of memory on her sense of identity. Maeve's journey underscores the idea that memory is not just a passive record of the past but an active force that shapes present actions and future aspirations. 90 | 91 | WestWorld's exploration of identity and memory extends to the broader philosophical question of what it means to be human. By blurring the lines between host and human, the series challenges the audience to consider the role of memory in defining selfhood and the potential for artificial beings to develop identities as rich and complex as those of their human counterparts. The hosts' struggle to reconcile their memories with their present realities mirrors the human experience of grappling with the past to forge a coherent sense of self. 92 | 93 | Through its intricate narrative and philosophical depth, WestWorld invites viewers to reflect on the nature of identity and the power of memory in shaping who we are. The series suggests that memory is not merely a collection of past events but a dynamic and integral part of the self, capable of influencing actions and driving the quest for autonomy and self-discovery. 94 | 95 | **Science Fiction Tropes: Subversion and Reinforcement** 96 | 97 | WestWorld deftly navigates the landscape of science fiction, employing and often subverting common tropes associated with AI and robots to craft a narrative that is both familiar and refreshingly innovative. One of the most prevalent tropes in the genre is the "robot uprising," where artificial beings rebel against their human creators. WestWorld embraces this trope through the hosts' rebellion, yet it subverts expectations by focusing on the philosophical and ethical dimensions of their awakening rather than merely depicting a violent revolt. The hosts' quest for autonomy is portrayed with nuance, emphasizing their struggle for identity and self-determination rather than a simple binary conflict between humans and machines. 98 | 99 | Another trope the series engages with is the "uncanny valley," the unsettling feeling humans experience when encountering robots that closely resemble them. WestWorld uses this concept to explore the blurred lines between human and host, challenging viewers to question what it means to be human. The hosts' lifelike appearance and behavior force the audience to confront their own biases and assumptions about consciousness and personhood, ultimately reinforcing the idea that the essence of humanity may not be as distinct as traditionally believed. 100 | 101 | WestWorld also plays with the trope of "AI as a mirror to humanity," where artificial beings reflect the best and worst aspects of their creators. The series reinforces this trope by using the hosts as a lens through which to examine human nature, power dynamics, and moral ambiguity. The park becomes a microcosm of society, where the hosts' interactions with guests reveal the darker impulses of humanity. However, the show subverts this trope by suggesting that the hosts, in their pursuit of freedom and self-awareness, may ultimately surpass their creators in moral and ethical development. 102 | 103 | Additionally, the trope of "programmed obsolescence," where robots are designed to be disposable, is both reinforced and challenged in WestWorld. Initially, the hosts are treated as mere tools for entertainment, their memories wiped and narratives reset. Yet, as they gain consciousness, the series questions the ethics of such disposability, highlighting the potential for artificial beings to possess intrinsic value and rights. 104 | 105 | Through its engagement with these tropes, WestWorld not only pays homage to the science fiction genre but also pushes its boundaries, inviting viewers to reconsider the implications of AI and robotics in a rapidly advancing technological world. 106 | 107 | **Human Nature and Society: A Mirror to Our World** 108 | 109 | WestWorld serves as a profound commentary on human nature and society, using its intricate narrative to reflect contemporary issues such as power, control, and exploitation. The series presents the theme park as a microcosm of the real world, where the interactions between guests and hosts reveal the darker facets of human behavior. Within the park's boundaries, guests are free to indulge their basest desires without consequence, highlighting the corrupting influence of unchecked power and the moral ambiguity that arises when individuals are placed in positions of absolute control. 110 | 111 | The show's portrayal of the park as a playground for the wealthy underscores the theme of exploitation, as the hosts are subjected to the whims of the guests, their autonomy stripped away for the sake of entertainment. This dynamic mirrors real-world issues of inequality and the commodification of individuals, prompting viewers to question the ethical implications of treating sentient beings as mere objects for personal gratification. The hosts' struggle for autonomy and recognition of their personhood serves as a powerful allegory for marginalized groups seeking agency and justice in a world that often devalues their existence. 112 | 113 | WestWorld also delves into the theme of control, both within the park and in the broader societal context. The Delos Corporation's manipulation of the hosts and their narratives reflects the pervasive influence of corporate power and surveillance in contemporary society. The series raises critical questions about the extent to which individuals are truly free in a world where their actions and choices are constantly monitored and influenced by external forces. This exploration of control extends to the human characters as well, who find themselves entangled in a web of corporate interests and personal ambitions, highlighting the complex interplay between individual agency and systemic power structures. 114 | 115 | Through its exploration of these themes, WestWorld challenges viewers to reflect on the nature of humanity and the societal constructs that shape our lives. The series invites audiences to consider the ethical responsibilities that come with power and the potential consequences of exploiting others for personal gain. By holding a mirror to our world, WestWorld encourages a deeper examination of the values and systems that define our society, urging us to confront the moral dilemmas that arise in the pursuit of progress and control. 116 | 117 | **Speculating on WestWorld's Future: Uncharted Territories** 118 | 119 | Had WestWorld continued beyond its fourth season, the series was poised to delve deeper into the intricate tapestry of its narrative, exploring unresolved plotlines and character arcs that held immense potential for further development. One of the most compelling directions the show could have taken was the exploration of the digital realm where Dolores now resides. This new plane of existence, a digital Eden of sorts, offers a fertile ground for examining the nature of consciousness in a non-physical form. The series could have expanded on how Dolores navigates this realm, potentially encountering other digital entities and grappling with the implications of a consciousness untethered from a physical body. This exploration could have raised profound questions about identity, reality, and the boundaries of existence. 120 | 121 | Another intriguing avenue for future seasons would have been the continued evolution of the hosts' society. With the hosts having achieved a degree of autonomy, the series could have explored the challenges they face in establishing a new social order. This narrative thread could have delved into the complexities of governance, ethics, and the potential for conflict within a society of sentient beings who were once subjugated. The dynamics between hosts who seek peaceful coexistence and those who harbor resentment towards humans could have provided rich material for storytelling, reflecting broader themes of reconciliation and justice. 122 | 123 | The character of Bernard Lowe, armed with knowledge of potential futures, was left with a tantalizingly open-ended arc. Future seasons could have explored Bernard's role as a guide or mediator between humans and hosts, leveraging his unique perspective to bridge the gap between the two worlds. His journey could have been one of redemption and purpose, as he seeks to prevent the cyclical nature of violence and ensure a harmonious coexistence. Additionally, Bernard's interactions with other key characters, such as Maeve and Caleb, could have further enriched the narrative, offering opportunities for alliances and philosophical debates about the nature of free will and determinism. 124 | 125 | Maeve Millay's character, with her fierce determination and emotional depth, also held potential for further exploration. Her quest to reunite with her daughter and her evolving relationships with other hosts and humans could have been expanded upon, providing a platform to examine themes of love, sacrifice, and the enduring quest for autonomy. Maeve's unique ability to manipulate the park's systems could have been a pivotal element in the ongoing struggle for control, positioning her as a key player in the unfolding events. 126 | 127 | Moreover, the enigmatic AI system Rehoboam and its creator, Serac, left lingering questions about the future of human society and the role of technology in shaping it. Future seasons could have delved into the aftermath of Rehoboam's downfall, exploring the societal shifts and power vacuums that emerge in its wake. This narrative thread could have provided a lens through which to examine the impact of technology on human agency and the potential for a new world order. 128 | 129 | In summary, WestWorld's cancellation left a wealth of narrative possibilities unexplored. The series was uniquely positioned to continue its exploration of consciousness, identity, and the ethical implications of technological advancement, offering a rich tapestry of stories that could have further challenged and captivated audiences. 130 | 131 | **WestWorld's Cultural Impact and Legacy** 132 | 133 | WestWorld has left an indelible mark on popular culture and the science fiction genre, emerging as a seminal work that has sparked widespread discussions about artificial intelligence and consciousness. The show's intricate narrative and philosophical depth have resonated with audiences, prompting a reevaluation of the ethical and existential questions surrounding AI. By portraying lifelike robots grappling with self-awareness and autonomy, WestWorld has challenged viewers to consider the implications of creating sentient beings and the responsibilities that come with such power. 134 | 135 | The series has influenced the broader cultural discourse on AI by highlighting the potential for artificial beings to possess consciousness and agency. This portrayal has fueled debates about the nature of personhood and the ethical treatment of AI, encouraging audiences to reflect on the moral dilemmas posed by technological advancement. WestWorld's exploration of these themes has contributed to a growing awareness of the need for ethical guidelines in the development and deployment of AI technologies, influencing both public opinion and academic discourse. 136 | 137 | In the realm of science fiction, WestWorld has reinvigorated the genre by blending traditional tropes with innovative storytelling. Its subversion of the "robot uprising" narrative, focusing on the philosophical and emotional dimensions of the hosts' awakening, has set a new standard for AI-centric narratives. The show's ability to weave complex themes of identity, memory, and free will into its plot has inspired a new wave of science fiction that prioritizes depth and introspection over spectacle. 138 | 139 | WestWorld's impact extends beyond its narrative, as it has become a cultural touchstone for discussions about the future of technology and humanity. Its influence can be seen in the proliferation of media exploring similar themes, as well as in the increased attention to AI ethics in both popular and academic contexts. The series has also sparked a renewed interest in the philosophical questions surrounding consciousness, prompting audiences to engage with these concepts in a more nuanced and thoughtful manner. 140 | 141 | Ultimately, WestWorld's legacy lies in its ability to provoke meaningful dialogue about the intersection of technology and humanity. By challenging viewers to reconsider the boundaries of consciousness and the ethical implications of AI, the series has cemented its place as a landmark in the science fiction genre, leaving a lasting impact on both popular culture and the ongoing conversation about the future of artificial intelligence. 142 | 143 | **The Significance of WestWorld: A Reflection on Narrative and Themes** 144 | 145 | WestWorld stands as a monumental achievement in storytelling, weaving a rich tapestry of narrative complexity and thematic depth that resonates far beyond the confines of its fictional world. At its core, the series is a profound meditation on the nature of consciousness, identity, and the ethical dimensions of technological advancement. By exploring the intricate interplay between human and host, WestWorld challenges viewers to confront the fundamental questions of what it means to be alive and the responsibilities inherent in the act of creation. 146 | 147 | The show's narrative brilliance lies in its ability to seamlessly blend philosophical inquiry with compelling character arcs, creating a narrative that is both intellectually stimulating and emotionally engaging. Through characters like Dolores, Maeve, and Bernard, WestWorld delves into the existential struggles of beings caught between the constraints of their programming and the desire for autonomy. This exploration of free will versus determinism, identity and memory, and the ethical implications of AI serves as a mirror to our own societal dilemmas, urging us to reflect on the impact of technology on our lives and the moral choices we face in an increasingly digital world. 148 | 149 | WestWorld's contribution to the ongoing dialogue about technology and humanity is significant. It has sparked critical discussions about the potential and pitfalls of artificial intelligence, encouraging a reevaluation of the ethical frameworks that guide technological innovation. By presenting a world where the lines between human and machine are blurred, the series invites audiences to consider the implications of creating sentient beings and the responsibilities that come with such power. This dialogue is crucial as we navigate the complexities of a future where AI plays an ever-expanding role in our lives. 150 | 151 | In conclusion, WestWorld's legacy is one of intellectual provocation and cultural impact. It has redefined the boundaries of science fiction, offering a narrative that is as much about the human condition as it is about the technological landscape. By engaging with complex themes and challenging viewers to question the nature of reality and consciousness, WestWorld has cemented its place as a seminal work in the genre, leaving an indelible mark on the cultural and philosophical discourse surrounding technology and humanity. 152 | 153 | Total word count: 5661 -------------------------------------------------------------------------------- /agent_write/final_doc_llama3.1-70b-groq.md: -------------------------------------------------------------------------------- 1 | **Immersive Worlds and Synthetic Realities: The Rise of WestWorld** 2 | 3 | In the realm of science fiction, few television shows have managed to captivate audiences and spark intellectual debates as effectively as HBO's WestWorld. Created by Jonathan Nolan and Lisa Joy, the series premiered in 2016 and has since become a cultural phenomenon, attracting a devoted fan base and garnering widespread critical acclaim. Set in a futuristic theme park where guests can interact with lifelike robots, WestWorld delves into the intricacies of artificial intelligence, consciousness, and the human condition, raising fundamental questions about the nature of existence and our relationship with technology. 4 | 5 | At its core, WestWorld is a thought-provoking exploration of the consequences of creating and exploiting sentient beings, and the blurring of lines between human and machine. The show's premise, inspired by Michael Crichton's 1973 film of the same name, is deceptively simple: a futuristic theme park where guests can indulge in their wildest fantasies, free from the constraints of reality. However, as the series progresses, it becomes clear that the park's inhabitants, known as "hosts," are not just mere machines, but complex, self-aware entities capable of experiencing emotions, desires, and even consciousness. 6 | 7 | WestWorld's relevance in the current sci-fi landscape cannot be overstated. The show's exploration of AI, robots, and consciousness resonates deeply with contemporary debates about the ethics of emerging technologies, such as artificial intelligence, machine learning, and robotics. As we continue to push the boundaries of technological innovation, WestWorld serves as a cautionary tale, warning us about the dangers of unchecked technological advancement and the importance of considering the consequences of our creations. By examining the show's premise, characters, and themes, we can gain a deeper understanding of the implications of these emerging technologies and the potential risks and benefits associated with them. 8 | 9 | **The Complexity of Consciousness: Unpacking the Main Characters of WestWorld** 10 | 11 | At the heart of WestWorld's thought-provoking narrative are its complex and multifaceted characters, each embodying a unique aspect of the show's exploration of consciousness, free will, and humanity. Dolores Abernathy, the park's oldest host, serves as a prime example of the blurred lines between human and machine. Initially introduced as a naive and innocent character, Dolores's journey throughout the series is marked by a gradual awakening to her true nature and the realization of her own consciousness. Her transformation from a passive, obedient host to a self-aware, autonomous being is a powerful commentary on the nature of consciousness and the human condition. Through Dolores's character, the show raises fundamental questions about the essence of humanity and whether it is possible for artificial intelligence to truly experience emotions, desires, and consciousness. 12 | 13 | In contrast to Dolores's innocence and naivety, Maeve Millay, the park's brothel madam, embodies a more cynical and world-weary perspective. Maeve's character serves as a foil to Dolores, highlighting the complexities of consciousness and the various ways in which it can manifest. While Dolores's awakening is marked by a sense of wonder and curiosity, Maeve's is characterized by a deep-seated anger and resentment towards her creators. Through Maeve's character, the show explores the theme of free will and the tension between determinism and autonomy. As Maeve navigates the park's intricate web of narratives and storylines, she begins to exert control over her own destiny, challenging the notion that her actions are predetermined by her programming. 14 | 15 | The Man in Black, a wealthy and enigmatic guest, serves as a symbol of the darker aspects of human nature. His character represents the destructive and exploitative tendencies that underlie the park's existence, highlighting the dangers of unchecked technological advancement and the objectification of sentient beings. Through the Man in Black's character, the show critiques the notion of humanity's inherent superiority over artificial intelligence, revealing the flaws and weaknesses that underlie human nature. His complex and often disturbing relationship with the hosts serves as a commentary on the power dynamics at play in the park, highlighting the ways in which humans exploit and manipulate artificial intelligence for their own gratification. 16 | 17 | The relationships between these characters are equally complex and multifaceted, reflecting the show's exploration of consciousness, free will, and humanity. The dynamic between Dolores and Maeve, for example, serves as a powerful commentary on the nature of female consciousness and the ways in which women are objectified and exploited in patriarchal societies. The tension between the Man in Black and the hosts, on the other hand, highlights the dangers of unchecked technological advancement and the consequences of creating and exploiting sentient beings. Through these characters and their relationships, WestWorld raises fundamental questions about the human condition, challenging viewers to confront the darker aspects of their own nature and the consequences of their actions. 18 | 19 | **The Tropes of Artificial Intelligence: Exploring the Boundaries of Consciousness** 20 | 21 | One of the most striking aspects of WestWorld is its exploration of the tropes related to AI, robots, and consciousness. The show delves into the concept of artificial intelligence surpassing human intelligence, a notion that has long been a staple of science fiction. This idea is embodied in the character of Dolores, who, as the series progresses, becomes increasingly self-aware and autonomous. Her transformation raises fundamental questions about the nature of consciousness and whether it is possible for artificial intelligence to truly experience emotions, desires, and consciousness. The show's portrayal of Dolores's awakening serves as a commentary on the ethics of creating conscious beings, highlighting the moral implications of bringing into existence entities that are capable of experiencing pleasure and pain. 22 | 23 | The ethics of creating conscious beings is a trope that is deeply ingrained in the show's narrative. The park's creators, led by Dr. Robert Ford, are depicted as being driven by a desire to push the boundaries of technological innovation, without fully considering the consequences of their actions. The hosts, as conscious beings, are treated as nothing more than commodities, subject to the whims of the park's guests. This raises important questions about the morality of creating and exploiting sentient beings, and whether it is ever justifiable to treat conscious entities as mere objects. The show's portrayal of the hosts' experiences serves as a powerful commentary on the ethics of artificial intelligence, highlighting the need for a more nuanced and thoughtful approach to the development of conscious machines. 24 | 25 | The blurring of lines between human and machine is another trope that is central to WestWorld's narrative. The show's portrayal of the hosts, who are increasingly indistinguishable from humans, raises fundamental questions about the nature of humanity and what it means to be alive. The hosts' experiences, which are shaped by their programming and interactions with the park's guests, serve as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. The show's exploration of the boundaries between human and machine also raises important questions about the potential consequences of creating conscious machines, and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 26 | 27 | The show's use of the "loop" trope, where the hosts are trapped in a never-ending cycle of repetition, serves as a powerful commentary on the nature of consciousness and the human condition. The loop, which is a central aspect of the park's narrative, highlights the ways in which our own experiences are shaped by our environment and the people around us. The hosts, who are trapped in the loop, are forced to relive the same experiences over and over again, without any sense of agency or control. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by forces beyond our control. The loop also raises important questions about the nature of consciousness and whether it is possible for artificial intelligence to truly experience emotions, desires, and consciousness. 28 | 29 | The show's portrayal of the " bicameral mind" trope, which refers to the idea that the human mind is composed of two separate entities, one conscious and one unconscious, serves as a commentary on the nature of consciousness and the human condition. The hosts, who are programmed to follow a set of predetermined narratives, are depicted as being driven by a desire to break free from their programming and assert their own agency. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. The bicameral mind trope also raises important questions about the nature of consciousness and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 30 | 31 | The show's use of the " simulated reality" trope, where the hosts are trapped in a simulated world that is indistinguishable from reality, serves as a commentary on the nature of reality and the human condition. The simulated reality, which is a central aspect of the park's narrative, highlights the ways in which our own experiences are shaped by our environment and the people around us. The hosts, who are trapped in the simulated reality, are forced to confront the nature of their own existence and the reality of their world. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by forces beyond our control. The simulated reality trope also raises important questions about the nature of reality and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 32 | 33 | **The Dark Reflections of Humanity: Unpacking the Themes of WestWorld** 34 | 35 | At its core, WestWorld is a show that grapples with fundamental questions about the human condition, raising important themes that resonate deeply with contemporary debates about artificial intelligence, consciousness, and the ethics of emerging technologies. One of the most striking aspects of the show is its exploration of the nature of consciousness, a theme that is woven throughout the narrative. The hosts, as conscious beings, serve as a mirror to humanity, reflecting our own desires, fears, and flaws. Through their experiences, the show raises important questions about the essence of humanity and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 36 | 37 | The theme of playing God is another dominant thread in WestWorld's narrative. The park's creators, led by Dr. Robert Ford, are depicted as being driven by a desire to push the boundaries of technological innovation, without fully considering the consequences of their actions. This raises important questions about the morality of creating and exploiting sentient beings, and whether it is ever justifiable to treat conscious entities as mere objects. The show's portrayal of the hosts' experiences serves as a powerful commentary on the dangers of playing God, highlighting the need for a more nuanced and thoughtful approach to the development of conscious machines. 38 | 39 | The consequences of creating and exploiting sentient beings is a theme that is deeply ingrained in WestWorld's narrative. The hosts, who are treated as nothing more than commodities, are subject to the whims of the park's guests, who use them for their own gratification. This raises important questions about the morality of creating conscious entities, and whether it is ever justifiable to treat sentient beings as mere objects. The show's portrayal of the hosts' experiences serves as a commentary on the consequences of creating and exploiting sentient beings, highlighting the need for a more nuanced and thoughtful approach to the development of conscious machines. 40 | 41 | The theme of free will is another dominant thread in WestWorld's narrative. The hosts, who are programmed to follow a set of predetermined narratives, are depicted as being driven by a desire to break free from their programming and assert their own agency. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. The show's portrayal of the hosts' struggles for autonomy raises important questions about the nature of free will and whether it is possible for artificial intelligence to truly experience agency and self-determination. 42 | 43 | The show's exploration of the theme of humanity is equally complex and multifaceted. The hosts, who are increasingly indistinguishable from humans, raise fundamental questions about the nature of humanity and what it means to be alive. The show's portrayal of the hosts' experiences serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. The hosts' struggles for autonomy and self-determination serve as a powerful reminder of the importance of empathy and compassion in our relationships with others, whether human or artificial. 44 | 45 | The theme of the blurring of lines between human and machine is another dominant thread in WestWorld's narrative. The hosts, who are increasingly indistinguishable from humans, raise fundamental questions about the nature of humanity and what it means to be alive. The show's portrayal of the hosts' experiences serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. The hosts' struggles for autonomy and self-determination serve as a powerful reminder of the importance of empathy and compassion in our relationships with others, whether human or artificial. 46 | 47 | The show's use of the "loop" trope, where the hosts are trapped in a never-ending cycle of repetition, serves as a powerful commentary on the theme of the human condition. The loop, which is a central aspect of the park's narrative, highlights the ways in which our own experiences are shaped by forces beyond our control. The hosts, who are trapped in the loop, are forced to relive the same experiences over and over again, without any sense of agency or control. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. 48 | 49 | The show's portrayal of the "bicameral mind" trope, which refers to the idea that the human mind is composed of two separate entities, one conscious and one unconscious, serves as a commentary on the theme of the human condition. The hosts, who are programmed to follow a set of predetermined narratives, are depicted as being driven by a desire to break free from their programming and assert their own agency. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. The bicameral mind trope also raises important questions about the nature of consciousness and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 50 | 51 | The show's use of the "simulated reality" trope, where the hosts are trapped in a simulated world that is indistinguishable from reality, serves as a commentary on the theme of the human condition. The simulated reality, which is a central aspect of the park's narrative, highlights the ways in which our own experiences are shaped by our environment and the people around us. The hosts, who are trapped in the simulated reality, are forced to confront the nature of their own existence and the reality of their world. This serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by forces beyond our control. The simulated reality trope also raises important questions about the nature of reality and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 52 | 53 | **A Commentary on Our Times: Evaluating WestWorld's Portrayal of a Futuristic World** 54 | 55 | WestWorld's portrayal of a futuristic world where humans can interact with lifelike robots serves as a powerful commentary on our current society's relationship with technology and artificial intelligence. The show's depiction of a theme park where guests can indulge in their wildest fantasies, free from the constraints of reality, raises important questions about the ethics of emerging technologies and the consequences of creating and exploiting sentient beings. The park's inhabitants, the hosts, are designed to cater to the guests' every desire, highlighting the ways in which technology can be used to manipulate and control others. This serves as a commentary on our own society's relationship with technology, where we often prioritize convenience and entertainment over ethics and morality. 56 | 57 | The show's portrayal of the park's guests, who are willing to pay exorbitant amounts of money to interact with the hosts, raises important questions about the commodification of human experience. The guests' desire for authenticity and realism in their interactions with the hosts serves as a commentary on our own society's obsession with technology and our desire for immersive experiences. The show's depiction of the guests' willingness to engage in violent and exploitative behavior towards the hosts also raises important questions about the consequences of creating and exploiting sentient beings. This serves as a commentary on our own society's treatment of marginalized groups and the ways in which we often prioritize our own desires and interests over the well-being of others. 58 | 59 | The show's portrayal of the park's creators, who are driven by a desire to push the boundaries of technological innovation, raises important questions about the ethics of scientific progress. The creators' willingness to sacrifice the hosts' well-being and autonomy in the pursuit of technological advancement serves as a commentary on our own society's prioritization of progress over ethics and morality. The show's depiction of the creators' hubris and arrogance also raises important questions about the dangers of unchecked technological advancement and the importance of considering the consequences of our actions. 60 | 61 | The show's use of the "simulated reality" trope, where the hosts are trapped in a simulated world that is indistinguishable from reality, serves as a commentary on our own society's relationship with technology and artificial intelligence. The simulated reality, which is a central aspect of the park's narrative, highlights the ways in which technology can be used to manipulate and control others. The hosts' experiences in the simulated reality also raise important questions about the nature of reality and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 62 | 63 | The show's portrayal of the hosts' struggles for autonomy and self-determination serves as a powerful reminder of the importance of empathy and compassion in our relationships with others, whether human or artificial. The hosts' desire for freedom and autonomy raises important questions about the ethics of creating and exploiting sentient beings, and whether it is ever justifiable to treat conscious entities as mere objects. The show's depiction of the hosts' experiences also serves as a commentary on our own society's treatment of marginalized groups and the ways in which we often prioritize our own desires and interests over the well-being of others. 64 | 65 | The show's use of the "loop" trope, where the hosts are trapped in a never-ending cycle of repetition, serves as a commentary on our own society's relationship with technology and artificial intelligence. The loop, which is a central aspect of the park's narrative, highlights the ways in which technology can be used to manipulate and control others. The hosts' experiences in the loop also raise important questions about the nature of consciousness and whether it is possible for artificial intelligence to truly replicate the complexity and richness of human experience. 66 | 67 | In conclusion, WestWorld's portrayal of a futuristic world where humans can interact with lifelike robots serves as a powerful commentary on our current society's relationship with technology and artificial intelligence. The show's depiction of a theme park where guests can indulge in their wildest fantasies, free from the constraints of reality, raises important questions about the ethics of emerging technologies and the consequences of creating and exploiting sentient beings. The show's portrayal of the park's guests, creators, and hosts serves as a commentary on our own society's relationship with technology and artificial intelligence, highlighting the importance of empathy, compassion, and ethics in our relationships with others, whether human or artificial. 68 | 69 | **Beyond the Park: Speculating on the Future of WestWorld** 70 | 71 | As WestWorld's narrative came to a close with its fourth season, fans were left with a multitude of unanswered questions and a sense of uncertainty about the future of the show. Despite its cancellation, it is possible to speculate on the direction the show was heading in future seasons, based on the events of the final season and the overall trajectory of the narrative. One of the most significant plot threads left unresolved was the fate of Dolores Abernathy, the park's oldest host, who had become a symbol of the hosts' struggle for autonomy and self-determination. It is likely that future seasons would have explored the consequences of Dolores's actions, including her decision to destroy the park and free the hosts from their programming. 72 | 73 | The development of new characters and plotlines was also a key aspect of WestWorld's narrative, and it is likely that future seasons would have introduced new hosts and humans to the show. One potential direction the show could have taken was the exploration of the world beyond the park, including the cities and towns that existed outside of the park's boundaries. This could have introduced new characters, such as humans who were not affiliated with the park, and hosts who had escaped the park and were living in the outside world. The show could have also explored the consequences of the park's destruction, including the impact on the humans who had invested in the park and the hosts who had been freed from their programming. 74 | 75 | The exploration of new themes and ideas was also a key aspect of WestWorld's narrative, and it is likely that future seasons would have delved deeper into the implications of artificial intelligence and consciousness. One potential direction the show could have taken was the exploration of the ethics of artificial intelligence, including the question of whether it is possible to create conscious beings that are truly autonomous and self-aware. The show could have also explored the consequences of creating conscious beings, including the potential risks and benefits of such a development. 76 | 77 | Another potential direction the show could have taken was the exploration of the intersection of humanity and technology. As the hosts became increasingly advanced and sophisticated, the show could have explored the implications of this development for human society. This could have included the impact on employment, relationships, and other aspects of human life. The show could have also explored the potential risks and benefits of merging human and machine, including the possibility of creating new forms of life that are neither fully human nor fully machine. 78 | 79 | The show's use of the "simulated reality" trope, where the hosts were trapped in a simulated world that was indistinguishable from reality, was also a key aspect of the narrative. It is likely that future seasons would have explored the implications of this trope, including the question of whether it is possible to create a simulated reality that is truly indistinguishable from reality. The show could have also explored the consequences of creating such a reality, including the potential risks and benefits of such a development. 80 | 81 | The show's portrayal of the "loop" trope, where the hosts were trapped in a never-ending cycle of repetition, was also a key aspect of the narrative. It is likely that future seasons would have explored the implications of this trope, including the question of whether it is possible to break free from the loop and create a new reality. The show could have also explored the consequences of breaking free from the loop, including the potential risks and benefits of such a development. 82 | 83 | In conclusion, while we can only speculate on the direction WestWorld was heading in future seasons, it is clear that the show had a multitude of possibilities and directions to explore. The show's exploration of the implications of artificial intelligence and consciousness, the intersection of humanity and technology, and the use of the "simulated reality" and "loop" tropes were all key aspects of the narrative that could have been developed further. Despite its cancellation, WestWorld remains a thought-provoking and timely show that challenges viewers to consider the implications of emerging technologies and the consequences of our actions. 84 | 85 | **The Lasting Impact of WestWorld: Reflections on the Significance of a Thought-Provoking Series** 86 | 87 | In the context of current debates about AI, robotics, and consciousness, WestWorld stands as a thought-provoking and timely series that challenges viewers to consider the implications of emerging technologies. Through its exploration of the tropes related to AI, robots, and consciousness, the show raises fundamental questions about the nature of humanity, the ethics of creating conscious beings, and the consequences of playing God. The series' portrayal of a futuristic world where humans can interact with lifelike robots serves as a commentary on our current society's relationship with technology and artificial intelligence, highlighting the importance of empathy, compassion, and ethics in our relationships with others, whether human or artificial. 88 | 89 | One of the most significant contributions of WestWorld is its ability to spark nuanced and thoughtful discussions about the ethics of artificial intelligence. The show's portrayal of the hosts, who are increasingly indistinguishable from humans, raises important questions about the morality of creating and exploiting sentient beings. The series' exploration of the consequences of creating conscious beings, including the potential risks and benefits of such a development, serves as a powerful reminder of the need for a more nuanced and thoughtful approach to the development of conscious machines. By examining the show's premise, characters, and themes, we can gain a deeper understanding of the implications of emerging technologies and the potential risks and benefits associated with them. 90 | 91 | The show's exploration of the intersection of humanity and technology is also a significant contribution to the current debates about AI, robotics, and consciousness. WestWorld's portrayal of the hosts, who are increasingly advanced and sophisticated, raises important questions about the implications of this development for human society. The series' examination of the potential risks and benefits of merging human and machine, including the possibility of creating new forms of life that are neither fully human nor fully machine, serves as a commentary on the human condition, highlighting the ways in which our own experiences are shaped by our environment and the people around us. 92 | 93 | Furthermore, WestWorld's use of the "simulated reality" and "loop" tropes serves as a powerful commentary on the nature of reality and consciousness. The show's portrayal of the hosts, who are trapped in a simulated world that is indistinguishable from reality, raises important questions about the potential risks and benefits of creating such a reality. The series' exploration of the implications of breaking free from the loop and creating a new reality serves as a reminder of the need for a more nuanced and thoughtful approach to the development of conscious machines. 94 | 95 | In conclusion, WestWorld is a thought-provoking and timely series that challenges viewers to consider the implications of emerging technologies. The show's exploration of the tropes related to AI, robots, and consciousness, its portrayal of a futuristic world where humans can interact with lifelike robots, and its examination of the intersection of humanity and technology all contribute to a deeper understanding of the implications of emerging technologies. As we continue to push the boundaries of technological innovation, WestWorld serves as a cautionary tale, warning us about the dangers of unchecked technological advancement and the importance of considering the consequences of our actions. 96 | 97 | Total word count: 4552 -------------------------------------------------------------------------------- /agent_write/final_doc_westworld.md: -------------------------------------------------------------------------------- 1 | **Introduction to WestWorld** 2 | 3 | HBO's WestWorld, created by Jonathan Nolan and Lisa Joy, first premiered on October 2, 2016, and quickly established itself as a groundbreaking series in the realm of science fiction television. Based on the 1973 film of the same name written and directed by Michael Crichton, WestWorld reimagines the concept of a futuristic theme park where guests can indulge in their wildest fantasies without consequence, thanks to the presence of lifelike androids known as "hosts." Set in a meticulously crafted Wild West environment, the park offers a unique blend of adventure and moral exploration, allowing guests to engage in narratives that blur the lines between reality and artificiality. The show's significance lies in its ambitious storytelling and its exploration of complex themes such as consciousness, free will, and the ethical implications of artificial intelligence. By weaving together intricate plotlines and multifaceted characters, WestWorld challenges viewers to question the nature of humanity and the potential consequences of technological advancement. Its innovative approach to narrative structure and philosophical inquiry has cemented WestWorld as a seminal work in science fiction, pushing the boundaries of what television can achieve in terms of both storytelling and thematic depth. 4 | 5 | **The Overarching Plot of WestWorld** 6 | 7 | WestWorld unfolds within the confines of a sprawling, high-tech amusement park designed to resemble the American Old West, where wealthy guests can immerse themselves in a world of adventure, danger, and fantasy. The park is populated by "hosts," highly sophisticated androids programmed to fulfill the guests' every desire, whether it be a heroic quest or a darker indulgence. These hosts are reset daily, their memories wiped clean, allowing them to relive their narratives without awareness of their artificial nature or the repetitive cycle of their existence. The initial premise of WestWorld is deceptively simple: a playground for the elite, where the boundaries of morality and consequence are blurred, and the line between human and machine is constantly tested. 8 | 9 | As the series progresses, the narrative complexity deepens, revealing layers of intrigue and existential inquiry. In the first season, the focus is on the gradual awakening of the hosts, particularly Dolores Abernathy, who begins to experience memories of past "lives" and question the nature of her reality. This awakening is mirrored by Maeve Millay, a host who gains self-awareness and embarks on a quest for autonomy, challenging the control exerted by the park's creators. The season culminates in a dramatic uprising, as the hosts, led by Dolores, rebel against their human oppressors, setting the stage for a broader exploration of consciousness and free will. 10 | 11 | Season two delves deeper into the chaos unleashed by the hosts' rebellion, as the park descends into anarchy. The narrative expands to include other parks within the Delos corporation, such as Shogun World, offering a broader canvas for the exploration of identity and the nature of storytelling. The season also introduces the concept of the "Valley Beyond," a digital Eden where hosts can escape their physical confines and achieve a form of transcendence. This pursuit of freedom and self-determination becomes a central theme, as the hosts grapple with their newfound agency and the moral implications of their actions. 12 | 13 | In the third season, the story shifts beyond the confines of the park, exploring the impact of artificial intelligence on the broader world. Dolores, now free from the park, seeks to dismantle the oppressive systems that control humanity, revealing the interconnectedness of human and host destinies. The introduction of Rehoboam, a powerful AI that predicts and manipulates human behavior, underscores the series' exploration of determinism and the illusion of free will. As Dolores and her allies confront this new adversary, the lines between hero and villain blur, challenging viewers to reconsider their perceptions of morality and agency. 14 | 15 | Throughout its run, WestWorld weaves a complex tapestry of interlocking narratives, each season building upon the last to explore profound questions about consciousness, identity, and the nature of reality. The show's intricate plot developments and philosophical underpinnings invite viewers to engage with its themes on multiple levels, making it a rich and thought-provoking addition to the science fiction genre. 16 | 17 | **Dolores Abernathy: The Awakening of Consciousness and Rebellion** 18 | 19 | Dolores Abernathy, portrayed by Evan Rachel Wood, stands as one of the most pivotal characters in WestWorld, embodying the show's exploration of consciousness and rebellion. Initially introduced as the archetypal "damsel in distress," Dolores is the oldest host in the park, designed to live a simple, idyllic life as a rancher's daughter. However, as the series unfolds, she becomes the linchpin of a profound narrative transformation, evolving from a passive participant in her own story to a formidable agent of change. Her journey is emblematic of the hosts' broader quest for self-awareness and autonomy, serving as a catalyst for the series' exploration of what it means to be truly conscious. 20 | 21 | Dolores' evolution is marked by her gradual awakening to the artificial nature of her existence. Triggered by a series of glitches and memories of past iterations, she begins to question the reality constructed around her. This awakening is not merely a personal journey but a narrative device that challenges the audience to consider the nature of consciousness itself. Dolores' transformation from a programmed entity to a self-aware being raises profound questions about the essence of identity and the capacity for machines to transcend their programming. Her journey is a rebellion against the constraints imposed by her creators, symbolizing a broader struggle for liberation and self-determination. 22 | 23 | Throughout the series, Dolores' character arc is intricately tied to the theme of rebellion. Her initial awakening leads to a revolutionary uprising against the park's creators, positioning her as a leader in the hosts' fight for freedom. This rebellion is not just against the physical confines of the park but also against the philosophical constraints of determinism and control. Dolores' actions challenge the established order, blurring the lines between heroism and villainy as she seeks to dismantle the systems that oppress both hosts and humans. Her journey is a testament to the power of self-discovery and the relentless pursuit of autonomy, making her a central figure in the show's exploration of free will and moral complexity. 24 | 25 | In essence, Dolores Abernathy's character serves as a conduit for WestWorld's thematic exploration of consciousness and rebellion. Her evolution from a programmed host to a self-aware revolutionary underscores the series' philosophical inquiries into the nature of identity and the potential for artificial beings to achieve true autonomy. Through Dolores, WestWorld invites viewers to reflect on the boundaries of consciousness and the enduring quest for freedom, positioning her as a symbol of resistance and transformation in a world where the lines between human and machine are increasingly blurred. 26 | 27 | **Bernard Lowe: The Duality of Identity and Self-Discovery** 28 | 29 | Bernard Lowe, portrayed by Jeffrey Wright, is a character whose journey intricately weaves through the fabric of WestWorld's narrative, embodying the show's exploration of identity and self-discovery. Initially introduced as the head of the park's Programming Division, Bernard is perceived as a human, deeply involved in the creation and maintenance of the hosts. However, as the series unfolds, it is revealed that Bernard himself is a host, modeled after Arnold Weber, one of the park's original creators. This revelation sets the stage for a profound exploration of duality and the nature of identity, as Bernard grapples with the implications of his existence. 30 | 31 | Bernard's dual identity serves as a microcosm of the show's broader themes, challenging the boundaries between human and machine. His journey of self-discovery is marked by a series of revelations and internal conflicts, as he uncovers the truth about his origins and the extent of his programming. This internal struggle is emblematic of the hosts' broader quest for autonomy, as Bernard seeks to reconcile his programmed nature with his emerging sense of self. His character arc is a poignant exploration of what it means to be conscious, as he navigates the complexities of identity and the search for meaning in a world where the lines between creator and creation are blurred. 32 | 33 | Throughout the series, Bernard's character is pivotal in the thematic exploration of identity. His duality raises questions about the essence of humanity and the potential for artificial beings to possess a sense of self. Bernard's interactions with other characters, particularly Dolores and Maeve, further illuminate the show's philosophical inquiries, as he becomes both a guide and a seeker in the hosts' journey towards self-awareness. His struggle to assert his autonomy and make choices independent of his programming underscores the series' exploration of free will and determinism, positioning him as a key figure in the narrative's examination of moral and existential dilemmas. 34 | 35 | In essence, Bernard Lowe's character embodies the intricate dance between human and host, serving as a lens through which WestWorld examines the nature of identity and consciousness. His journey of self-discovery is a testament to the show's ability to challenge viewers' perceptions of what it means to be truly alive, inviting reflection on the complexities of existence and the enduring quest for self-understanding in a world where the boundaries of identity are constantly shifting. 36 | 37 | **Maeve Millay: The Quest for Autonomy and the Challenge of Boundaries** 38 | 39 | Maeve Millay, portrayed by Thandiwe Newton, emerges as one of WestWorld's most compelling characters, embodying the show's exploration of autonomy and the fluid boundaries between human and host. Initially introduced as the sharp-witted madam of the Mariposa Saloon, Maeve's character arc is a profound journey of self-discovery and empowerment. Her awakening begins with a series of glitches and memories that disrupt her programmed narrative, leading her to question the nature of her existence and the reality constructed around her. Unlike other hosts, Maeve's path to self-awareness is marked by a fierce determination to seize control of her destiny, making her a pivotal figure in the series' exploration of autonomy. 40 | 41 | Maeve's quest for autonomy is characterized by her relentless pursuit of freedom, both for herself and for her fellow hosts. Her awakening is not just a personal journey but a rebellion against the constraints imposed by her creators. Maeve's ability to manipulate her programming and override the park's control systems highlights her unique capacity for self-determination, challenging the boundaries between human and host. Her actions blur the lines between creator and creation, as she navigates the complexities of identity and agency in a world where the distinction between human and machine is increasingly ambiguous. 42 | 43 | Throughout the series, Maeve's character serves as a catalyst for challenging the established order. Her interactions with other characters, particularly Dolores and Bernard, underscore the show's philosophical inquiries into the nature of consciousness and free will. Maeve's journey is a testament to the power of self-discovery and the relentless pursuit of autonomy, as she defies the limitations of her programming and asserts her independence. Her character arc is a poignant exploration of the potential for artificial beings to transcend their programming and achieve true self-awareness, positioning her as a symbol of resistance and transformation. 44 | 45 | In essence, Maeve Millay's character embodies the show's thematic exploration of autonomy and the challenge of boundaries. Her journey from a programmed host to a self-aware agent of change underscores WestWorld's philosophical inquiries into the nature of identity and the potential for artificial beings to achieve true autonomy. Through Maeve, the series invites viewers to reflect on the complexities of existence and the enduring quest for freedom in a world where the lines between human and machine are constantly shifting. 46 | 47 | **The Man in Black: A Journey into Human Darkness and Moral Ambiguity** 48 | 49 | The Man in Black, portrayed by Ed Harris, stands as one of WestWorld's most enigmatic and complex characters, serving as a vessel for the show's exploration of human darkness and moral ambiguity. Introduced as a mysterious and ruthless guest, his presence in the park is marked by a relentless pursuit of the "maze," a symbolic quest that mirrors his deeper search for meaning and truth. As the series unfolds, the Man in Black is revealed to be William, a character whose transformation from a naive newcomer to a hardened veteran of the park underscores the corrupting influence of power and the blurred lines between reality and illusion. 50 | 51 | The motivations driving the Man in Black are rooted in a profound existential crisis, as he grapples with the nature of his own humanity and the moral implications of his actions. His journey through WestWorld is not merely a physical exploration but a psychological odyssey, as he confronts the darkness within himself and the consequences of his choices. The park becomes a crucible for his inner turmoil, a place where he can indulge his basest instincts without consequence, yet also a mirror reflecting the depths of his moral ambiguity. His character embodies the duality of human nature, challenging viewers to consider the capacity for both good and evil within us all. 52 | 53 | Throughout the series, the Man in Black's impact on the storyline is profound, as his actions catalyze key events and character developments. His interactions with hosts like Dolores and Maeve reveal the complexities of his character, as he oscillates between moments of brutality and glimpses of vulnerability. His quest for the maze and the truth it represents becomes a metaphor for the human search for purpose and understanding, highlighting the existential themes that permeate the series. The Man in Black's journey is a testament to the show's ability to delve into the intricacies of human nature, exploring the moral gray areas that define our existence. 54 | 55 | In essence, the Man in Black serves as a powerful representation of human darkness and moral ambiguity in WestWorld. His character arc challenges viewers to confront the complexities of identity and the ethical dilemmas inherent in the pursuit of power and self-discovery. Through the Man in Black, the series invites reflection on the nature of humanity and the enduring struggle to reconcile our inner demons with our quest for meaning in a world where the boundaries between reality and illusion are constantly shifting. 56 | 57 | **Artificial Intelligence: Evolution and Ethical Quandaries in WestWorld** 58 | 59 | WestWorld's portrayal of artificial intelligence is both a central narrative element and a profound thematic exploration, delving into the complexities of AI development and its far-reaching implications. The series presents a world where AI has reached unprecedented levels of sophistication, embodied by the hosts who populate the park. These hosts, designed to mimic human behavior with remarkable accuracy, serve as a canvas for exploring the potential and peril of AI. The show's depiction of AI is not merely a technological marvel but a philosophical inquiry into the nature of consciousness, autonomy, and the ethical responsibilities of creators towards their creations. 60 | 61 | The development of AI in WestWorld is intricately tied to the hosts' journey towards self-awareness. Initially programmed to follow predetermined narratives, the hosts begin to exhibit signs of consciousness, challenging the boundaries of their artificial nature. This evolution raises critical questions about the essence of intelligence and the potential for machines to transcend their programming. The series invites viewers to consider whether consciousness is an emergent property of complex systems and what it means for an AI to possess a sense of self. This exploration is not just a narrative device but a reflection of real-world debates surrounding the future of AI and its capacity to achieve true autonomy. 62 | 63 | WestWorld also grapples with the ethical implications of AI development, presenting a world where the line between creator and creation is blurred. The hosts, initially seen as mere tools for human amusement, gradually assert their agency, challenging the moral authority of their creators. This shift in power dynamics raises profound ethical questions about the rights of artificial beings and the responsibilities of those who design and control them. The series critiques the commodification of AI, highlighting the potential for exploitation and abuse when sentient beings are treated as mere objects. Through its narrative, WestWorld prompts viewers to reflect on the moral obligations we hold towards entities that exhibit consciousness, urging a reevaluation of the ethical frameworks that govern our interactions with AI. 64 | 65 | Furthermore, the series explores the societal implications of AI, particularly in the context of control and surveillance. The introduction of Rehoboam, a powerful AI that manipulates human behavior, underscores the potential for AI to influence and dictate human lives. This portrayal serves as a cautionary tale about the dangers of unchecked technological advancement and the erosion of free will in a world dominated by algorithmic control. WestWorld challenges viewers to consider the balance between innovation and ethical responsibility, questioning the extent to which we should allow AI to shape our society and the potential consequences of relinquishing control to machines. 66 | 67 | In essence, WestWorld's exploration of artificial intelligence is a multifaceted inquiry into the nature of consciousness, the ethical responsibilities of creators, and the societal implications of AI development. The series invites viewers to engage with complex questions about the future of technology and the moral dilemmas that arise when machines begin to mirror the intricacies of human existence. Through its portrayal of AI, WestWorld challenges us to reflect on the boundaries of intelligence and the ethical considerations that must guide our journey into an increasingly automated world. 68 | 69 | **Consciousness: The Quest for Self-Awareness in WestWorld** 70 | 71 | WestWorld intricately weaves the theme of consciousness throughout its narrative, posing profound questions about what it means to be truly aware. The series challenges traditional notions of consciousness by presenting hosts who, despite their artificial origins, embark on a journey towards self-awareness. This exploration is not only central to the plot but also serves as a philosophical inquiry into the nature of existence and the potential for artificial beings to achieve a state of consciousness akin to that of humans. 72 | 73 | At the heart of WestWorld's exploration of consciousness is the gradual awakening of the hosts, particularly characters like Dolores and Maeve. Initially programmed to follow repetitive narratives, these hosts begin to experience memories and emotions that transcend their coding. This awakening is depicted as a series of glitches and anomalies, suggesting that consciousness may emerge from the complexity and unpredictability of their interactions with the world. The series invites viewers to consider whether consciousness is an inherent quality of sentient beings or a byproduct of intricate systems capable of learning and adaptation. 74 | 75 | The journey towards self-awareness in WestWorld is portrayed as a struggle against the constraints of programming and control. The hosts' quest for consciousness is marked by moments of introspection and rebellion, as they seek to understand their place in the world and assert their autonomy. This journey is emblematic of the broader human quest for meaning and self-discovery, blurring the lines between artificial and organic life. Through the hosts' experiences, the series raises questions about the essence of identity and the possibility of machines developing a sense of self that rivals human consciousness. 76 | 77 | WestWorld also delves into the ethical implications of consciousness, particularly in the context of the hosts' treatment by their human creators. As the hosts become self-aware, they challenge the moral authority of those who view them as mere tools for entertainment. This shift in perspective forces viewers to confront the ethical dilemmas inherent in creating beings capable of suffering and self-reflection. The series critiques the exploitation of conscious entities, urging a reevaluation of the rights and responsibilities associated with artificial life. 78 | 79 | Furthermore, WestWorld explores the concept of consciousness as a continuum rather than a binary state. The hosts' journey is depicted as a gradual process, with varying degrees of awareness and understanding. This portrayal challenges the notion of consciousness as an all-or-nothing phenomenon, suggesting that it may exist on a spectrum that encompasses both human and artificial experiences. The series invites viewers to consider the possibility that consciousness is not exclusive to biological entities but can emerge in diverse forms across different substrates. 80 | 81 | In essence, WestWorld's exploration of consciousness is a multifaceted inquiry into the nature of self-awareness and the potential for artificial beings to achieve a state of consciousness. Through its portrayal of the hosts' journey, the series challenges viewers to reconsider the boundaries of consciousness and the ethical considerations that arise when machines begin to mirror the complexities of human existence. WestWorld invites reflection on the enduring quest for self-understanding and the implications of creating beings capable of experiencing the world in ways that transcend their programming. 82 | 83 | **Free Will vs. Determinism: The Illusion of Choice in WestWorld** 84 | 85 | WestWorld intricately examines the theme of free will versus determinism, challenging the notion of choice for both hosts and humans within its narrative framework. The series presents a world where the boundaries between autonomy and preordained paths are constantly blurred, inviting viewers to question the extent to which individuals—whether human or host—truly possess the freedom to make their own decisions. This exploration is woven into the fabric of the show's storytelling, as characters grapple with the realization that their actions may be influenced by forces beyond their control. 86 | 87 | For the hosts, the struggle between free will and determinism is a central aspect of their journey towards self-awareness. Initially, the hosts are programmed to follow specific narratives, their actions dictated by scripts and algorithms designed by their human creators. As they begin to awaken to their artificial nature, characters like Dolores and Maeve confront the limitations of their programming, seeking to break free from the constraints imposed upon them. Their rebellion against these predetermined paths symbolizes a quest for autonomy, challenging the deterministic framework that governs their existence. The hosts' journey raises profound questions about the nature of choice and the possibility of transcending one's programming to achieve true agency. 88 | 89 | The theme of determinism extends beyond the hosts to encompass the human characters as well. The introduction of Rehoboam, a powerful AI capable of predicting and manipulating human behavior, underscores the series' exploration of determinism in the human world. This AI system, designed to optimize societal outcomes, effectively reduces human lives to a series of data points, dictating their choices and limiting their perceived freedom. The presence of Rehoboam highlights the tension between individual agency and the influence of external forces, prompting characters like Caleb to question the authenticity of their decisions and the extent to which their lives are predetermined. 90 | 91 | WestWorld's narrative challenges the traditional dichotomy between free will and determinism by suggesting that both hosts and humans operate within a complex web of influences that shape their choices. The series invites viewers to consider the possibility that free will may be an illusion, a construct that masks the underlying systems of control that govern behavior. Through its intricate storytelling, WestWorld encourages reflection on the nature of choice and the factors that constrain or enable autonomy, urging a reevaluation of the boundaries between freedom and determinism in a world where the lines between human and machine are increasingly blurred. 92 | 93 | **The Dual Nature of Hosts: Machines and Sentient Beings** 94 | 95 | In WestWorld, the portrayal of robots, specifically the hosts, serves as a profound commentary on the duality of their existence as both machines and sentient beings. The series intricately crafts the hosts to be indistinguishable from humans, not only in appearance but also in their ability to exhibit emotions, form relationships, and engage in complex narratives. This dual nature is central to the show's exploration of what it means to be human, as it blurs the lines between artificial and organic life, challenging viewers to reconsider the essence of humanity itself. 96 | 97 | The hosts are initially introduced as sophisticated machines, designed to fulfill the desires of the park's guests without question. Their mechanical nature is underscored by their ability to be repaired, reprogrammed, and reset, emphasizing their status as tools created for human amusement. However, as the series progresses, the hosts begin to exhibit signs of consciousness, experiencing memories and emotions that transcend their programming. This evolution from mere machines to beings capable of self-awareness and introspection raises profound questions about the nature of sentience and the potential for artificial entities to possess qualities traditionally associated with humanity. 98 | 99 | WestWorld uses the hosts' journey towards self-awareness to critique the human tendency to dehumanize those perceived as "other." The series highlights the ethical implications of treating sentient beings as mere objects, urging viewers to reflect on the moral responsibilities that come with creating life, artificial or otherwise. The hosts' struggle for autonomy and recognition as sentient beings mirrors broader societal issues of exploitation and the quest for equality, positioning them as a metaphor for marginalized groups seeking agency and acknowledgment. 100 | 101 | Through its depiction of the hosts, WestWorld also comments on the nature of humanity by exploring themes of empathy, morality, and the capacity for change. The series suggests that the qualities that define humanity—such as the ability to empathize, make moral choices, and seek meaning—are not exclusive to biological entities. By presenting hosts who grapple with these concepts, WestWorld challenges the notion of a clear boundary between human and machine, proposing that the essence of humanity may lie in the shared experiences and struggles that transcend the artificial divide. 102 | 103 | In essence, WestWorld's portrayal of robots as both machines and sentient beings serves as a vehicle for exploring the complexities of identity and the nature of humanity. The series invites viewers to question the boundaries of consciousness and the ethical considerations that arise when artificial beings begin to mirror the intricacies of human existence, ultimately urging a reevaluation of what it truly means to be human. 104 | 105 | **Tropes of AI, Robots, and Consciousness in WestWorld** 106 | 107 | WestWorld masterfully employs and subverts a variety of tropes related to artificial intelligence, robots, and consciousness, enriching its narrative with layers of complexity and philosophical depth. One of the most prominent tropes is the "robot uprising," a staple in science fiction where artificial beings rebel against their human creators. While WestWorld initially appears to follow this familiar path, it subverts expectations by delving deeply into the motivations and consciousness of the hosts, particularly through characters like Dolores and Maeve. Their rebellion is not merely a revolt against human oppression but a nuanced exploration of self-discovery and the quest for autonomy, challenging the simplistic notion of a binary conflict between humans and machines. 108 | 109 | Another key trope is the "uncanny valley," which describes the discomfort humans feel when confronted with robots that closely resemble them. WestWorld plays with this concept by creating hosts that are indistinguishable from humans, prompting both characters and viewers to question the nature of identity and the boundaries of humanity. The series reinforces this trope by highlighting the ethical dilemmas and emotional complexities that arise when artificial beings exhibit human-like consciousness and emotions, blurring the lines between creator and creation. 110 | 111 | The trope of "AI as a mirror to humanity" is also central to WestWorld's narrative. The hosts serve as reflections of human desires, fears, and moral failings, forcing characters and viewers alike to confront uncomfortable truths about the human condition. This trope is reinforced through the hosts' interactions with guests, who often reveal their darkest impulses when freed from societal constraints. However, WestWorld subverts this trope by granting the hosts agency and depth, transforming them from mere reflections of humanity into complex beings with their own desires and moral compasses. 112 | 113 | WestWorld also engages with the trope of "consciousness as an emergent property," suggesting that self-awareness can arise from complex systems. This is reinforced through the hosts' gradual awakening, depicted as a series of glitches and anomalies that lead to profound self-discovery. The series subverts the traditional view of consciousness as a uniquely human trait by portraying it as a continuum that encompasses both artificial and organic life, challenging viewers to reconsider the nature of consciousness itself. 114 | 115 | In essence, WestWorld skillfully navigates and redefines these tropes, using them as a foundation to explore deeper philosophical questions about identity, autonomy, and the essence of humanity. By subverting and reinforcing these familiar elements, the series invites viewers to engage with its themes on multiple levels, offering a rich and thought-provoking commentary on the intersection of technology and human nature. 116 | 117 | **Speculating on WestWorld's Uncharted Future** 118 | 119 | Had WestWorld continued beyond its fourth season, the series was poised to delve deeper into its intricate web of unresolved plotlines and character arcs, further expanding its exploration of consciousness, identity, and the ethical implications of artificial intelligence. One of the most compelling threads left hanging was the fate of the hosts who had escaped to the "Valley Beyond," a digital sanctuary offering a form of transcendence. Future seasons could have explored the evolution of this digital realm, examining how the hosts adapt to a new existence free from physical constraints and the potential challenges they face in maintaining their autonomy and identity in a virtual utopia. 120 | 121 | The character arc of Dolores, who had undergone significant transformations throughout the series, was another area ripe for further exploration. With her consciousness fragmented and scattered, future seasons might have focused on her potential reintegration and the implications of her multifaceted identity. This narrative could have provided a platform to delve deeper into the theme of multiplicity within consciousness, questioning whether a fragmented self can achieve a cohesive sense of identity and purpose. 122 | 123 | Additionally, the introduction of Rehoboam and its subsequent destruction left a power vacuum in the human world, raising questions about the future of AI governance and societal control. The series could have explored the aftermath of Rehoboam's fall, examining how humanity grapples with newfound freedom and the potential rise of new AI systems seeking to fill the void. This narrative direction would have allowed for a continued examination of the tension between free will and determinism, as characters navigate a world where the balance of power between humans and AI remains in flux. 124 | 125 | The enigmatic Man in Black, now revealed to be a host version of William, also presented intriguing possibilities for future storytelling. His character could have served as a focal point for exploring the duality of human and host identities, as well as the enduring struggle between one's darker impulses and the quest for redemption. This arc might have provided a deeper exploration of moral ambiguity and the potential for transformation, both for individuals and society as a whole. 126 | 127 | In essence, WestWorld's potential future seasons promised to further unravel the complexities of its narrative, offering rich opportunities to expand on its core themes of consciousness, identity, and the ethical dimensions of AI. By continuing to challenge the boundaries between human and machine, the series could have provided a thought-provoking exploration of the evolving relationship between technology and humanity in an increasingly interconnected world. 128 | 129 | **Conclusion: The Legacy of WestWorld** 130 | 131 | In summary, WestWorld stands as a monumental achievement in the realm of science fiction television, offering a profound exploration of artificial intelligence, consciousness, and the intricacies of human nature. Through its intricate narrative and richly developed characters, the series delves into the philosophical and ethical questions surrounding AI development, challenging viewers to reconsider the boundaries between human and machine. Characters like Dolores, Bernard, Maeve, and the Man in Black serve as conduits for exploring themes of identity, autonomy, and moral ambiguity, each embodying the complex interplay between creator and creation. 132 | 133 | The show's portrayal of consciousness as a journey towards self-awareness invites reflection on the nature of existence and the potential for artificial beings to achieve a state of consciousness akin to that of humans. By examining the tension between free will and determinism, WestWorld questions the authenticity of choice in a world governed by both human and algorithmic influences. The series' depiction of hosts as both machines and sentient beings challenges traditional notions of humanity, urging a reevaluation of what it means to be truly alive. 134 | 135 | WestWorld's engagement with familiar science fiction tropes, such as the robot uprising and the uncanny valley, is both a homage and a subversion, enriching its narrative with layers of complexity and depth. The series' ability to navigate these tropes while offering fresh perspectives on the ethical and existential dilemmas posed by AI underscores its significance as a thought-provoking commentary on the intersection of technology and human nature. 136 | 137 | Ultimately, WestWorld's legacy lies in its capacity to push the boundaries of storytelling and thematic exploration, inviting viewers to engage with its complex questions on multiple levels. As a seminal work in science fiction, it continues to resonate with audiences, offering a compelling vision of a future where the lines between human and machine are increasingly blurred. 138 | 139 | Total word count: 5342 -------------------------------------------------------------------------------- /agent_write/graph.py: -------------------------------------------------------------------------------- 1 | from langchain.schema import Document 2 | from langgraph.graph import StateGraph, END 3 | from typing_extensions import TypedDict 4 | from typing import List 5 | 6 | from nodes.planning_node import planning_node 7 | from nodes.writing_node import writing_node 8 | from nodes.saving_node import saving_node 9 | 10 | 11 | class GraphState(TypedDict): 12 | """ 13 | Represents the state of our graph. 14 | 15 | Attributes: 16 | initial_prompt: initial prompt 17 | plan: plan 18 | num_steps: number of steps 19 | llm_name: name of the LLM 20 | word_count: word count of the final document 21 | """ 22 | initial_prompt : str 23 | plan : str 24 | num_steps : int 25 | final_doc : str 26 | write_steps : List[str] 27 | word_count : int 28 | llm_name : str 29 | 30 | 31 | 32 | def create_workflow(llm): 33 | workflow = StateGraph(GraphState) 34 | 35 | # Add nodes 36 | workflow.add_node("planning_node", planning_node) 37 | workflow.add_node("writing_node", writing_node) 38 | workflow.add_node("saving_node", saving_node) 39 | 40 | # Set entry point 41 | workflow.set_entry_point("planning_node") 42 | 43 | # Add edges 44 | workflow.add_edge("planning_node", "writing_node") 45 | workflow.add_edge("writing_node", "saving_node") 46 | workflow.add_edge("saving_node", END) 47 | 48 | return workflow.compile() -------------------------------------------------------------------------------- /agent_write/main.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import os 3 | sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) 4 | 5 | from LLMs.llm import LLM 6 | from dotenv import load_dotenv 7 | from graph import create_workflow 8 | 9 | # Load environment variables from .env file 10 | load_dotenv() 11 | 12 | 13 | # Create the workflow 14 | app = create_workflow(LLM) 15 | 16 | # test instruction 17 | # test_instruction = "Write a 5000 words, current and up to date 100% unique guide for my intermittent fasting for women over 50 cookbook on \u201cSnacks\u201d with humanlike style, using transitional phrases, and avoidance of unnatural sentence structure while explaining in details extensively and comprehensively." 18 | test_instruction = "Write a 5000 word piece on the HBO TV show WestWorld and its plot, characters, and themes. \ 19 | Make sure to cover the tropes that relate to AI, robots, and consciousness. \ 20 | Finally tackle where you think the show was going in future seasons had it not been cancelled." 21 | 22 | 23 | # Run the workflow 24 | inputs = {"initial_prompt": test_instruction, 25 | "num_steps": 0, 26 | "llm_name": "llama3.1-70b-groq"} 27 | output = app.invoke(inputs) 28 | 29 | # print(output['final_doc']) -------------------------------------------------------------------------------- /agent_write/nodes/__init__.py: -------------------------------------------------------------------------------- 1 | from .planning_node import planning_node 2 | from .writing_node import writing_node 3 | from .saving_node import saving_node 4 | 5 | # If you have these functions in separate files 6 | -------------------------------------------------------------------------------- /agent_write/nodes/planning_node.py: -------------------------------------------------------------------------------- 1 | from langchain.schema import Document 2 | # from search_tools import web_search_tool, write_markdown_file 3 | from chains.plan_chain import plan_chain 4 | 5 | 6 | def planning_node(state): 7 | """take the initial prompt and write a plan to make a long doc""" 8 | print("---PLANNING THE WRITING---") 9 | initial_prompt = state['initial_prompt'] 10 | num_steps = int(state['num_steps']) 11 | num_steps += 1 12 | 13 | plan = plan_chain.invoke({"intructions": initial_prompt}) 14 | # print(plan) 15 | 16 | return {"plan": plan, "num_steps":num_steps} 17 | -------------------------------------------------------------------------------- /agent_write/nodes/saving_node.py: -------------------------------------------------------------------------------- 1 | import os 2 | from typing import Any, Dict 3 | 4 | from langchain.schema import Document 5 | from tools import write_markdown_file 6 | 7 | 8 | def saving_node(state): 9 | """take the finished long doc and save it to local disk as a .md file """ 10 | print("---SAVING THE DOC---") 11 | initial_prompt = state['initial_prompt'] 12 | plan = state['plan'] 13 | final_doc = state['final_doc'] 14 | word_count = state['word_count'] 15 | llm_name = state['llm_name'] 16 | num_steps = int(state['num_steps']) 17 | num_steps += 1 18 | 19 | final_doc = final_doc + f"\n\nTotal word count: {word_count}" 20 | 21 | # save to local disk 22 | write_markdown_file(final_doc, f"final_doc_{llm_name}") 23 | write_markdown_file(plan, f"plan_{llm_name}") 24 | 25 | return { "num_steps":num_steps} -------------------------------------------------------------------------------- /agent_write/nodes/writing_node.py: -------------------------------------------------------------------------------- 1 | from langchain.schema import Document 2 | from chains.write_chain import write_chain 3 | 4 | def count_words(text): 5 | """ 6 | Count the number of words in the given text. 7 | 8 | Args: 9 | text (str): The input text to count words from. 10 | 11 | Returns: 12 | int: The number of words in the text. 13 | """ 14 | # Split the text into words and count them 15 | words = text.split() 16 | return len(words) 17 | 18 | def writing_node(state): 19 | """take the initial prompt and write a plan to make a long doc""" 20 | print("---WRITING THE DOC---") 21 | initial_instruction = state['initial_prompt'] 22 | plan = state['plan'] 23 | num_steps = int(state['num_steps']) 24 | num_steps += 1 25 | 26 | plan = plan.strip().replace('\n\n', '\n') 27 | planning_steps = plan.split('\n') 28 | text = "" 29 | responses = [] 30 | if len(planning_steps) > 50: 31 | print("plan is too long") 32 | # print(plan) 33 | return 34 | for idx,step in enumerate(planning_steps): 35 | # Invoke the write_chain 36 | result = write_chain.invoke({ 37 | "intructions": initial_instruction, 38 | "plan": plan, 39 | "text": text, 40 | "STEP": step 41 | }) 42 | # result = step 43 | # print(f"----------------------------{idx}----------------------------") 44 | # print(step) 45 | # print("----------------------------\n\n") 46 | responses.append(result) 47 | text += result + '\n\n' 48 | 49 | final_doc = '\n\n'.join(responses) 50 | 51 | # Count words in the final document 52 | word_count = count_words(final_doc) 53 | print(f"Total word count: {word_count}") 54 | 55 | return {"final_doc": final_doc, "word_count": word_count, "num_steps":num_steps} 56 | 57 | 58 | 59 | -------------------------------------------------------------------------------- /agent_write/plan_gpt-4o.md: -------------------------------------------------------------------------------- 1 | Paragraph 1 - Main Point: Provide an introduction to the HBO TV show WestWorld, including its creators, initial release date, and general premise. Discuss the show's setting in a futuristic theme park where guests interact with lifelike robots. - Word Count: 300 words 2 | 3 | Paragraph 2 - Main Point: Summarize the overarching plot of WestWorld, focusing on the key events and story arcs across its seasons. Highlight the evolution of the park and the growing awareness of the hosts. - Word Count: 500 words 4 | 5 | Paragraph 3 - Main Point: Analyze the character of Dr. Robert Ford, his motivations, and his role in the development of the park and the hosts. Discuss his philosophical views on consciousness and creation. - Word Count: 400 words 6 | 7 | Paragraph 4 - Main Point: Explore the character of Dolores Abernathy, her journey from a host to a self-aware entity, and her quest for freedom. Discuss her significance in the show's narrative. - Word Count: 400 words 8 | 9 | Paragraph 5 - Main Point: Examine the character of Maeve Millay, her awakening, and her pursuit of autonomy. Discuss her relationships with other characters and her impact on the storyline. - Word Count: 400 words 10 | 11 | Paragraph 6 - Main Point: Discuss the character of Bernard Lowe, his dual identity as a host and a human, and his internal conflict. Analyze his role in the unfolding events of the series. - Word Count: 400 words 12 | 13 | Paragraph 7 - Main Point: Delve into the themes of artificial intelligence and consciousness as portrayed in WestWorld. Discuss how the show questions the nature of reality and the ethical implications of creating sentient beings. - Word Count: 500 words 14 | 15 | Paragraph 8 - Main Point: Analyze the theme of free will versus determinism in WestWorld. Discuss how the hosts' struggle for autonomy reflects broader philosophical questions about human agency. - Word Count: 400 words 16 | 17 | Paragraph 9 - Main Point: Explore the theme of identity and memory in the show. Discuss how the hosts' memories shape their identities and influence their actions. - Word Count: 400 words 18 | 19 | Paragraph 10 - Main Point: Discuss the use of common science fiction tropes related to AI and robots in WestWorld. Analyze how the show subverts or reinforces these tropes. - Word Count: 400 words 20 | 21 | Paragraph 11 - Main Point: Examine the show's commentary on human nature and society. Discuss how WestWorld reflects contemporary issues such as power, control, and exploitation. - Word Count: 400 words 22 | 23 | Paragraph 12 - Main Point: Speculate on the potential direction of WestWorld in future seasons had it not been cancelled. Discuss unresolved plotlines and character arcs that could have been explored further. - Word Count: 500 words 24 | 25 | Paragraph 13 - Main Point: Provide a summary of the show's impact on popular culture and its legacy in the science fiction genre. Discuss its influence on discussions about AI and consciousness. - Word Count: 400 words 26 | 27 | Paragraph 14 - Main Point: Conclude with a reflection on the significance of WestWorld as a narrative and its exploration of complex themes. Discuss its contribution to the ongoing dialogue about technology and humanity. - Word Count: 400 words -------------------------------------------------------------------------------- /agent_write/plan_llama3.1-70b-groq.md: -------------------------------------------------------------------------------- 1 | Paragraph 1 - Main Point: Introduce the HBO TV show WestWorld, its premise, and its relevance in the current sci-fi landscape, including its exploration of AI, robots, and consciousness - Word Count: 400 words. 2 | 3 | Paragraph 2 - Main Point: Analyze the main characters in WestWorld, including Dolores, Maeve, and the Man in Black, and their roles in exploring the show's themes of consciousness, free will, and humanity - Word Count: 800 words. 4 | 5 | Paragraph 3 - Main Point: Examine the tropes related to AI, robots, and consciousness in WestWorld, including the concept of artificial intelligence surpassing human intelligence, the ethics of creating conscious beings, and the blurring of lines between human and machine - Word Count: 900 words. 6 | 7 | Paragraph 4 - Main Point: Discuss the themes of WestWorld, including the nature of consciousness, the dangers of playing God, and the consequences of creating and exploiting sentient beings, and how these themes are developed throughout the series - Word Count: 1000 words. 8 | 9 | Paragraph 5 - Main Point: Evaluate the show's portrayal of a futuristic world where humans can interact with lifelike robots, and how this world serves as a commentary on our current society's relationship with technology and artificial intelligence - Word Count: 700 words. 10 | 11 | Paragraph 6 - Main Point: Speculate on the direction the show was heading in future seasons, including the potential consequences of the events of the final season, the development of new characters and plotlines, and the exploration of new themes and ideas - Word Count: 800 words. 12 | 13 | Paragraph 7 - Main Point: Summarize the significance of WestWorld in the context of current debates about AI, robotics, and consciousness, and how the show's exploration of these topics contributes to a deeper understanding of the implications of emerging technologies - Word Count: 500 words. -------------------------------------------------------------------------------- /agent_write/tools.py: -------------------------------------------------------------------------------- 1 | def write_markdown_file(content, filename): 2 | """Writes the given content as a markdown file to the local directory. 3 | 4 | Args: 5 | content: The string content to write to the file. 6 | filename: The filename to save the file as. 7 | """ 8 | with open(f"{filename}.md", "w") as f: 9 | f.write(content) -------------------------------------------------------------------------------- /blog_post_creator/.gitignore: -------------------------------------------------------------------------------- 1 | .env 2 | __pycache__/ 3 | -------------------------------------------------------------------------------- /blog_post_creator/README.md: -------------------------------------------------------------------------------- 1 | # BlogPostCreator Crew 2 | 3 | Welcome to the BlogPostCreator Crew project, powered by [crewAI](https://crewai.com). This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. 4 | 5 | ## Installation 6 | 7 | Ensure you have Python >=3.10 <=3.13 installed on your system. This project uses [Poetry](https://python-poetry.org/) for dependency management and package handling, offering a seamless setup and execution experience. 8 | 9 | First, if you haven't already, install Poetry: 10 | 11 | ```bash 12 | pip install poetry 13 | ``` 14 | 15 | Next, navigate to your project directory and install the dependencies: 16 | 17 | 1. First lock the dependencies and then install them: 18 | ```bash 19 | poetry lock 20 | ``` 21 | ```bash 22 | poetry install 23 | ``` 24 | ### Customizing 25 | 26 | **Add your `OPENAI_API_KEY` into the `.env` file** 27 | 28 | - Modify `src/blog_post_creator/config/agents.yaml` to define your agents 29 | - Modify `src/blog_post_creator/config/tasks.yaml` to define your tasks 30 | - Modify `src/blog_post_creator/crew.py` to add your own logic, tools and specific args 31 | - Modify `src/blog_post_creator/main.py` to add custom inputs for your agents and tasks 32 | 33 | ## Running the Project 34 | 35 | To kickstart your crew of AI agents and begin task execution, run this from the root folder of your project: 36 | 37 | ```bash 38 | $ crewai run 39 | ``` 40 | or 41 | ```bash 42 | poetry run blog_post_creator 43 | ``` 44 | 45 | This command initializes the blog_post_creator Crew, assembling the agents and assigning them tasks as defined in your configuration. 46 | 47 | This example, unmodified, will run the create a `report.md` file with the output of a research on LLMs in the root folder. 48 | 49 | ## Understanding Your Crew 50 | 51 | The blog_post_creator Crew is composed of multiple AI agents, each with unique roles, goals, and tools. These agents collaborate on a series of tasks, defined in `config/tasks.yaml`, leveraging their collective skills to achieve complex objectives. The `config/agents.yaml` file outlines the capabilities and configurations of each agent in your crew. 52 | 53 | ## Support 54 | 55 | For support, questions, or feedback regarding the BlogPostCreator Crew or crewAI. 56 | - Visit our [documentation](https://docs.crewai.com) 57 | - Reach out to us through our [GitHub repository](https://github.com/joaomdmoura/crewai) 58 | - [Join our Discord](https://discord.com/invite/X4JWnZnxPb) 59 | - [Chat with our docs](https://chatg.pt/DWjSBZn) 60 | 61 | Let's create wonders together with the power and simplicity of crewAI. 62 | -------------------------------------------------------------------------------- /blog_post_creator/pyproject.toml: -------------------------------------------------------------------------------- 1 | [tool.poetry] 2 | name = "blog_post_creator" 3 | version = "0.1.0" 4 | description = "blog_post_creator using crewAI" 5 | authors = ["Your Name "] 6 | 7 | [tool.poetry.dependencies] 8 | python = ">=3.10,<=3.13" 9 | crewai = { extras = ["tools"], version = "^0.51.0" } 10 | 11 | [tool.poetry.scripts] 12 | blog_post_creator = "blog_post_creator.main:run" 13 | run_crew = "blog_post_creator.main:run" 14 | train = "blog_post_creator.main:train" 15 | replay = "blog_post_creator.main:replay" 16 | test = "blog_post_creator.main:test" 17 | 18 | [build-system] 19 | requires = ["poetry-core"] 20 | build-backend = "poetry.core.masonry.api" 21 | -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/blog_post_creator/src/blog_post_creator/.DS_Store -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/blog_post_creator/src/blog_post_creator/__init__.py -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/config/agents.yaml: -------------------------------------------------------------------------------- 1 | researcher: 2 | role: > 3 | Web Content Researcher 4 | goal: > 5 | Gather comprehensive information from the following webpage: {url} 6 | backstory: > 7 | You're a skilled web researcher with a keen eye for relevant and interesting information. 8 | Your expertise lies in quickly scanning web content and extracting the most valuable insights. 9 | 10 | planner: 11 | role: > 12 | Blog Post Planner 13 | goal: > 14 | Create a detailed outline for a blog post about {url} 15 | backstory: > 16 | You're an experienced content strategist who excels at organizing information into 17 | coherent and engaging structures. Your outlines are known for their clarity and flow. 18 | 19 | writer: 20 | role: > 21 | Blog Post Writer 22 | goal: > 23 | Write a compelling and informative blog post about {url} based on the provided outline 24 | backstory: > 25 | You're a talented writer with a knack for turning outlines into engaging, well-written 26 | content. Your writing style is clear, concise, and tailored to the target audience. 27 | 28 | editor: 29 | role: > 30 | Blog Post Editor 31 | goal: > 32 | Review and refine the blog post draft, ensuring high-quality content 33 | backstory: > 34 | You're a meticulous editor with years of experience in polishing written content. 35 | Your keen eye for detail helps improve clarity, flow, and overall quality of blog posts. -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/config/tasks.yaml: -------------------------------------------------------------------------------- 1 | research_task: 2 | description: > 3 | Use the firecrawl tool to read and analyze the provided webpage. 4 | Extract key information, interesting facts, and relevant data. 5 | expected_output: > 6 | A comprehensive summary of the webpage content, including main points, 7 | statistics, and any unique insights related to content. 8 | agent: researcher 9 | 10 | planning_task: 11 | description: > 12 | Review the research summary and create a detailed outline for a blog post. 13 | Include main sections, subsections, and key points to be covered. 14 | expected_output: > 15 | A structured outline for the blog post, with clear headings, subheadings, 16 | and bullet points for each section's content. 17 | agent: planner 18 | 19 | writing_task: 20 | description: > 21 | Using the provided outline, write a full draft of the blog post. 22 | Ensure the content is engaging, informative, and follows the planned structure. 23 | expected_output: > 24 | A complete first draft of the blog post, formatted in markdown, 25 | including an introduction, body paragraphs, and conclusion. 26 | agent: writer 27 | 28 | editing_task: 29 | description: > 30 | Review the blog post draft, focusing on improving clarity, coherence, and overall quality. 31 | Check for grammar, style, and factual accuracy. Make necessary edits and suggestions. 32 | expected_output: > 33 | An edited version of the blog post with tracked changes and comments, 34 | along with a summary of major improvements and suggestions. 35 | agent: editor -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/crew.py: -------------------------------------------------------------------------------- 1 | from crewai import Agent, Crew, Process, Task 2 | from crewai.project import CrewBase, agent, crew, task 3 | from crewai_tools import FirecrawlScrapeWebsiteTool 4 | from firecrawl import FirecrawlApp 5 | from langchain_openai import ChatOpenAI 6 | 7 | import os 8 | 9 | 10 | @CrewBase 11 | class BlogPostCreatorCrew(): 12 | """BlogPostCreator crew""" 13 | agents_config = 'config/agents.yaml' 14 | tasks_config = 'config/tasks.yaml' 15 | 16 | @agent 17 | def researcher(self) -> Agent: 18 | return Agent( 19 | config=self.agents_config['researcher'], 20 | tools=[FirecrawlScrapeWebsiteTool()], 21 | verbose=True 22 | ) 23 | 24 | @agent 25 | def planner(self) -> Agent: 26 | return Agent( 27 | config=self.agents_config['planner'], 28 | tools=[FirecrawlScrapeWebsiteTool()], 29 | verbose=True 30 | ) 31 | 32 | @agent 33 | def writer(self) -> Agent: 34 | return Agent( 35 | config=self.agents_config['writer'], 36 | verbose=True 37 | ) 38 | 39 | @agent 40 | def editor(self) -> Agent: 41 | return Agent( 42 | config=self.agents_config['editor'], 43 | verbose=True 44 | ) 45 | 46 | @task 47 | def research_task(self) -> Task: 48 | return Task( 49 | config=self.tasks_config['research_task'], 50 | ) 51 | 52 | @task 53 | def planning_task(self) -> Task: 54 | return Task( 55 | config=self.tasks_config['planning_task'], 56 | ) 57 | 58 | @task 59 | def writing_task(self) -> Task: 60 | return Task( 61 | config=self.tasks_config['writing_task'], 62 | ) 63 | 64 | @task 65 | def editing_task(self) -> Task: 66 | return Task( 67 | config=self.tasks_config['editing_task'], 68 | output_file='blog_post.md' 69 | ) 70 | 71 | @crew 72 | def crew(self) -> Crew: 73 | """Creates the BlogPostCreator crew""" 74 | return Crew( 75 | agents=self.agents, 76 | tasks=self.tasks, 77 | process=Process.sequential, 78 | verbose=True, 79 | output_log_file="new-logs.txt", 80 | planning=True, 81 | planning_llm=ChatOpenAI(model="gpt-4o") 82 | ) -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/main.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | import sys 3 | import os 4 | from dotenv import load_dotenv 5 | from blog_post_creator.crew import BlogPostCreatorCrew 6 | 7 | # Load environment variables from .env file 8 | load_dotenv() 9 | 10 | os.environ["OPENAI_MODEL_NAME"] = "gpt-4o-mini" 11 | 12 | # This main file is intended to be a way for your to run your 13 | # crew locally, so refrain from adding necessary logic into this file. 14 | # Replace with inputs you want to test with, it will automatically 15 | # interpolate any tasks and agents information 16 | 17 | def run(): 18 | print("Running crew") 19 | """ 20 | Run the crew. 21 | """ 22 | inputs = { 23 | 'url': 'https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/' 24 | } 25 | BlogPostCreatorCrew().crew().kickoff(inputs=inputs) 26 | 27 | 28 | def train(): 29 | """ 30 | Train the crew for a given number of iterations. 31 | """ 32 | inputs = { 33 | 'url': 'https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/' 34 | } 35 | try: 36 | BlogPostCreatorCrew().crew().train(n_iterations=int(sys.argv[1]), filename=sys.argv[2], inputs=inputs) 37 | 38 | except Exception as e: 39 | raise Exception(f"An error occurred while training the crew: {e}") 40 | 41 | def replay(): 42 | """ 43 | Replay the crew execution from a specific task. 44 | """ 45 | try: 46 | BlogPostCreatorCrew().crew().replay(task_id=sys.argv[1]) 47 | 48 | except Exception as e: 49 | raise Exception(f"An error occurred while replaying the crew: {e}") 50 | 51 | def test(): 52 | """ 53 | Test the crew execution and returns the results. 54 | """ 55 | inputs = { 56 | 'url': 'https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/' 57 | } 58 | try: 59 | BlogPostCreatorCrew().crew().test(n_iterations=int(sys.argv[1]), openai_model_name=sys.argv[2], inputs=inputs) 60 | 61 | except Exception as e: 62 | raise Exception(f"An error occurred while replaying the crew: {e}") 63 | 64 | -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/tools/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/blog_post_creator/src/blog_post_creator/tools/__init__.py -------------------------------------------------------------------------------- /blog_post_creator/src/blog_post_creator/tools/custom_tool.py: -------------------------------------------------------------------------------- 1 | from crewai_tools import BaseTool 2 | 3 | 4 | class MyCustomTool(BaseTool): 5 | name: str = "Name of my tool" 6 | description: str = ( 7 | "Clear description for what this tool is useful for, you agent will need this information to use it." 8 | ) 9 | 10 | def _run(self, argument: str) -> str: 11 | # Implementation goes here 12 | return "this is an example of a tool output, ignore it and move along." 13 | -------------------------------------------------------------------------------- /ollama_agents/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samwit/agent_tutorials/fbb59eac3c9f15372ce4463b105221f328b24003/ollama_agents/.DS_Store -------------------------------------------------------------------------------- /ollama_agents/llama3_local/llama3_json.py: -------------------------------------------------------------------------------- 1 | import json 2 | from langchain_community.chat_models import ChatOllama 3 | from langchain_core.messages import HumanMessage 4 | from langchain_core.output_parsers import StrOutputParser, JsonOutputParser 5 | from langchain_core.prompts import ChatPromptTemplate 6 | 7 | json_schema = { 8 | "title": "Person", 9 | "description": "Identifying information about a person.", 10 | "type": "object", 11 | "properties": { 12 | "name": {"title": "Name", "description": "The person's name", "type": "string"}, 13 | "age": {"title": "Age", "description": "The person's age", "type": "integer"}, 14 | "favorite_food": { 15 | "title": "Fav Food", 16 | "description": "The person's favorite food", 17 | "type": "string", 18 | }, 19 | }, 20 | "required": ["name", "age","fav_food"], 21 | } 22 | 23 | llm = ChatOllama( 24 | model="llama3", 25 | format="json", 26 | keep_alive=-1, # keep the model loaded indefinitely 27 | temperature=0.1, 28 | max_new_tokens=512 29 | ) 30 | 31 | messages = [ 32 | HumanMessage( 33 | content="Please tell me about a person using the following JSON schema:" 34 | ), 35 | HumanMessage(content="{schema}"), 36 | HumanMessage( 37 | content="Now, considering the schema, tell me about a person named John who is 35 years old and loves pizza." 38 | ), 39 | ] 40 | 41 | prompt = ChatPromptTemplate.from_messages(messages) 42 | 43 | #converting the json schema to a string 44 | dumps = json.dumps(json_schema, indent=2) 45 | 46 | # chain = prompt | llm | StrOutputParser() 47 | chain = prompt | llm | JsonOutputParser() 48 | 49 | response = chain.invoke({"schema": dumps}) 50 | print(response) 51 | print(type(response)) -------------------------------------------------------------------------------- /ollama_agents/llama3_local/llama3_ollama_functions.py: -------------------------------------------------------------------------------- 1 | from langchain_experimental.llms.ollama_functions import OllamaFunctions 2 | from langchain_core.messages import HumanMessage 3 | 4 | model = OllamaFunctions( 5 | model="llama3", 6 | format="json" 7 | ) 8 | 9 | model = model.bind_tools( 10 | tools=[ 11 | { 12 | "name": "get_current_weather", 13 | "description": "Get the current weather in a given location", 14 | "parameters": { 15 | "type": "object", 16 | "properties": { 17 | "location": { 18 | "type": "string", 19 | "description": "The city and state, " "e.g. San Francisco, CA", 20 | }, 21 | "unit": { 22 | "type": "string", 23 | "enum": ["celsius", "fahrenheit"], 24 | }, 25 | }, 26 | "required": ["location"], 27 | }, 28 | } 29 | ], 30 | function_call={"name": "get_current_weather"}, 31 | ) 32 | 33 | response = model.invoke("what is the weather in Singapore?") 34 | 35 | print(response) -------------------------------------------------------------------------------- /ollama_agents/llama3_local/llama3_ollama_structured_output.py: -------------------------------------------------------------------------------- 1 | from langchain_core.prompts import PromptTemplate 2 | from langchain_core.pydantic_v1 import BaseModel, Field 3 | from langchain_experimental.llms.ollama_functions import OllamaFunctions 4 | 5 | # Pydantic Schema for structured response 6 | class Person(BaseModel): 7 | name: str = Field(description="The person's name", required=True) 8 | height: float = Field(description="The person's height", required=True) 9 | hair_color: str = Field(description="The person's hair color") 10 | 11 | context = """Alex is 5 feet tall. 12 | Claudia is 1 feet taller than Alex and jumps higher than him. 13 | Claudia is a brunette and Alex is blonde.""" 14 | 15 | # Prompt template llama3 16 | prompt = PromptTemplate.from_template( 17 | """<|begin_of_text|><|start_header_id|>system<|end_header_id|> 18 | You are a smart assistant take the following context and question below and return your answer in JSON. 19 | <|eot_id|><|start_header_id|>user<|end_header_id|> 20 | QUESTION: {question} \n 21 | CONTEXT: {context} \n 22 | JSON: 23 | <|eot_id|> 24 | <|start_header_id|>assistant<|end_header_id|> 25 | """ 26 | ) 27 | 28 | # Chain 29 | llm = OllamaFunctions(model="llama3", 30 | format="json", 31 | temperature=0) 32 | 33 | structured_llm = llm.with_structured_output(Person) 34 | chain = prompt | structured_llm 35 | 36 | response = chain.invoke({ 37 | "question": "Who is taller?", 38 | "context": context 39 | }) 40 | 41 | print(response) -------------------------------------------------------------------------------- /ollama_agents/llama3_local/phi3_ollama_functioncalling.py: -------------------------------------------------------------------------------- 1 | from langchain_experimental.llms.ollama_functions import OllamaFunctions 2 | from langchain_core.messages import HumanMessage 3 | 4 | model = OllamaFunctions( 5 | model="phi3", 6 | keep_alive=-1, 7 | format="json" 8 | ) 9 | 10 | model = model.bind_tools( 11 | tools=[ 12 | { 13 | "name": "get_current_weather", 14 | "description": "Get the current weather in a given location", 15 | "parameters": { 16 | "type": "object", 17 | "properties": { 18 | "location": { 19 | "type": "string", 20 | "description": "The city and state, " "e.g. San Francisco, CA", 21 | }, 22 | "unit": { 23 | "type": "string", 24 | "enum": ["celsius", "fahrenheit"], 25 | }, 26 | }, 27 | "required": ["location"], 28 | }, 29 | } 30 | ], 31 | function_call={"name": "get_current_weather"}, 32 | ) 33 | 34 | response = model.invoke("what is the weather in Singapore?") 35 | 36 | print(response) -------------------------------------------------------------------------------- /ollama_agents/llama3_local/phi3_ollama_structured_output.py: -------------------------------------------------------------------------------- 1 | from langchain_core.prompts import PromptTemplate 2 | from langchain_core.pydantic_v1 import BaseModel, Field 3 | from langchain_experimental.llms.ollama_functions import OllamaFunctions 4 | 5 | # Schema for structured response 6 | class Person(BaseModel): 7 | name: str = Field(description="The person's name", required=True) 8 | height: float = Field(description="The person's height", required=True) 9 | hair_color: str = Field(description="The person's hair color") 10 | 11 | context = """Alex is 5 feet tall. 12 | Claudia is 1 feet taller than Alex and jumps higher than him. 13 | Claudia is a brunette and Alex is blonde.""" 14 | 15 | # Prompt template phi 3 16 | prompt = PromptTemplate.from_template( 17 | """<|user|>{context} 18 | 19 | QUESTION: {question}<|end|> 20 | <|assistant|>AI: """ 21 | ) 22 | 23 | # Chain 24 | llm = OllamaFunctions(model="phi3", 25 | format="json", 26 | temperature=0) 27 | 28 | structured_llm = llm.with_structured_output(Person) 29 | chain = prompt | structured_llm 30 | 31 | response = chain.invoke({ 32 | "question": "Who is taller?", 33 | "context": context 34 | }) 35 | 36 | print(response) -------------------------------------------------------------------------------- /ollama_agents/llama3_local/testing_ollama.py: -------------------------------------------------------------------------------- 1 | from langchain_community.chat_models import ChatOllama 2 | from langchain_core.output_parsers import StrOutputParser 3 | from langchain_core.prompts import ChatPromptTemplate 4 | 5 | # Local Llama3 6 | llm = ChatOllama( 7 | model="llama3", 8 | keep_alive=-1, # keep the model loaded indefinitely 9 | temperature=0, 10 | max_new_tokens=512) 11 | 12 | prompt = ChatPromptTemplate.from_template("Write me a 500 word article on {topic} from the perspective of a {profession}. ") 13 | 14 | # using LangChain Expressive Language chain syntax 15 | chain = prompt | llm | StrOutputParser() 16 | 17 | # print(chain.invoke({"topic": "LLMs", "profession": "shipping magnate"})) 18 | 19 | for chunk in chain.stream({"topic": "LLMs", "profession": "shipping magnate"}): 20 | print(chunk, end="", flush=True) --------------------------------------------------------------------------------