Simulating Internal Thought with Python and ChatGPT

Simulating Internal Thought with Python and ChatGPT

We often find ourselves in situations where we debate internally over a decision, weighing the pros and cons, and then eventually coming to a conclusion. According to the Theory of Transactional Analysis, this internal dialogue may represent a discussion between our different ego-states (see A short introduction to Transactional Analysis for an explanation of the concept of an “ego-state”).

We can simulate this internal decision making process by using Python and ChatGPT’s ability to self-identify as different personalities when providing an answer.

ChatGPT’s Ability to Self-Identify as Different Personas

ChatGPT’s underlying model, GPT, doesn’t “have” an inherent personality or identity of its own. However, it can generate persona-specific responses based on its training data. There are two ways you can use this ability:

Stating the Persona in the Question

You can incorporate the persona directly into the prompt, for example:

User: As Obelix, what do you think of the Eiffel Tower?

ChatGPT: By Toutatis! That big iron thing in the middle of Lutetia (Paris)? It’s… interesting. Not as impressive as a good menhir, mind you. But it’s quite tall, I’ll give it that! I don’t understand why the Romans…err, I mean the Parisians, didn’t just build a big menhir instead. Although, it does offer a good view of the city for spotting any upcoming Roman legions. And speaking of Romans, where’s my wild boar? I’m hungry!

Defining the Persona in the API Call

When using the OpenAI API (especially with the chat models), you can set a “system” instruction to guide the model’s behavior, for example:

ChatGPT API Call

messages = [

{"role": "system", "content": "You are a friendly alien."},

{"role": "user", "content": "Tell me about your home planet."}

]

ChatGPT Response

Ah, my home planet, Zorbon, is a beautiful place located in the Andromeda galaxy. It’s covered in luminescent plants that glow in various colors, providing natural light in the absence of our three suns. The skies are painted in shades of teal during the day and deep purple at night, adorned with stars and meteor showers. Our cities float above vast, shimmering oceans, and the air is filled with melodies from bird-like creatures. We, Zorbonians, live in harmony with nature, using advanced technology that harnesses energy from cosmic rays. I miss it dearly!

    Using ChatGPT to Simulate Discrete Ego-states

    Using ChatGPT’s ability to simulate different personas, we can create chatbot versions of the different ego states. For example, using a simple Parent-Adult-Child model of the psyche, we can simulate these ego states by asking ChatGPT to self-identify as:

    • Parent: Strict parent figure.
    • Adult: Purely logical person.
    • Child: Fun-loving person.

    Alternatively, we can simulate a more complex representation of the psyche by asking ChatGPT to self-identify as discrete sub ego-states (see Meaningful opinions and Transactional Analysis for an explanation of sub ego-states):

    Ego-state Descriptors
    Parent Ego-state Parent.Parent Extremely strict, firm, stern, tough, disciplinarian
    Parent.Adult Regulating, Governing, Controlling, Limiting, Safety enforcer, Supervisory, Controlling, Directing, Responsible, Understanding, Mature
    Parent.Child Paternal, Nurturing, Protective, Caregiving, Supportive, Guiding
    Adult Ego-state Adult.Parent Counsellor, Moderator, Prudent, Reasonable, Sagacious, Judicious
    Adult.Adult Rational, Objective, Dispassionate, Unemotional, Logical, Analytical, Pragmatic, Reasoned, Detached, Impartial, Clear-headed, Intellectual, Cogent, Rationalistic, Thoughtful, Systematic
    Adult.Child Empathetic, Understanding, Patient, Calm, Collected, Serene, Poised, Wise, Intuitive, Astute
    Child Ego-state Child.Parent Affectionate, Attentive, Caring, Compassionate, Considerate, Devoted, Empathetic, Gentle, Giving, Kind-hearted, Loving, Nurturing, Protective, Sensitive, Supportive, Sympathetic, Tender, Thoughtful, Warm, in a childlike way
    Child.Adult Of simple understanding, naïve, curious, in a childlike way
    Child.Child Fun loving, passionate, enthusiastic, spirited, lively, excitable, expressive, impassioned, emotional, impulsive, energetic, in a childlike way

    By asking ChatGPT to simulate personas with these personality attributes, we can build up an entire persona comprised of discrete areas of the psyche that have specific emotional functioning.

    Consulting with Yourself

    Theoretically, when a person is asked a question, the information flow in the psyche proceeds according to the following idealised model:

    We can simulate this thinking process flow using Python and ChatGPT, by using the following technique:

    1. Receive the initial question.
    2. Translate the question to a Child-version of the question.
    3. Translate the question to a Parent-version of the question.
    4. Pass the Child-version of the question to the Child.
    5. Pass the Parent-version of the question to the Parent.
    6. Let the Parent and Child determine their answers.
    7. Have the Parent and Child pass their answers back to the Adult.
    8. Have the Adult take their answers into account, when formulating its own answer.

    By using this technique, we can explore the full gamut of options that would be considered by all aspects of the persona, and then take these options into account when forming a final, reasoned opinion.

    Let’s see how this works in action.

    Watching ChatGPT Thinking Problems Through

    Walking The Lairig Ghru

    In case you were wondering, the Lairig Ghru (pronounced Larry Grew) is a famous hill-walk in Scotland, it is also pretty dangerous. Let’s ask ChatGPT to simulate the internal thought process that may result from the following question:

    Initial question: Should I walk the Lairig Ghru today? The weather is wild and windy but the walk could be fun, and I feel fit and trim.


    First of all, ChatGPT generates the Parent and Child versions of the question:

    • Parent ego state version of the question: Should I undertake the Lairig Ghru walk even though the weather conditions are harsh and windy, but I am physically prepared and in good shape?
    • Child ego state version of the question: Should I take the adventurous risk and embrace the challenging weather conditions to walk in Lairig Ghru today despite feeling energetic and physically prepared for it?

    These questions then ricochet round the psyche as follows (if you don’t want to read through all the arguments, skip to the next section):


    Parent.Parent

    Absolutely not! Under no circumstances should you undertake the Lairig Ghru walk in harsh and windy weather conditions. It doesn’t matter if you are physically prepared and in good shape; safety should always be the top priority. Harsh weather conditions increase the risks of accidents and exposure, and it is your responsibility to prioritize your own well-being. As a strict disciplinarian, I must emphasize that no amount of physical fitness can guarantee your safety in extreme weather. Instead, wait for more favorable conditions and plan your walk accordingly.

    Parent.Child

    While you may be physically prepared and in good shape, undertaking the Lairig Ghru walk in harsh and windy weather conditions can be risky. It’s essential to consider the potential dangers and assess whether the conditions pose a significant threat to your safety. If the weather conditions are extreme or unpredictable, it’s advisable to postpone your trek for a more suitable time. If you’re determined to proceed, make sure to take necessary precautions and heed any advice or warnings from experienced local hikers or authorities. Additionally, ensure you have proper equipment, such as appropriate clothing, sturdy footwear, and navigation tools. Remember, personal safety should always be the top priority. If the weather conditions are severe or if you have any doubts about your safety, it’s best to err on the side of caution and choose a different activity or wait for better weather conditions.

    Parent.Adult

    Based on the answers provided, it is clear that safety should be the top priority when considering whether or not to undertake the Lairig Ghru walk in harsh and windy weather conditions. While being physically prepared and in good shape is important, it does not guarantee safety in extreme weather. I would advise to carefully assess the potential dangers associated with the current weather conditions. If the conditions are extreme or unpredictable, it would be wise to postpone the walk for a more suitable time. It is crucial to prioritize personal safety and not underestimate the risks posed by harsh and windy weather. If you still decide to proceed, taking necessary precautions is essential. Seek advice from experienced local hikers or authorities, as they may provide valuable insights and information about the conditions on the trail. Ensure that you have the appropriate equipment, including suitable clothing, sturdy footwear, and navigation tools, to handle the challenging conditions. Ultimately, it is crucial to make a well-informed decision and exercise caution when it comes to undertaking outdoor activities in severe weather. Understanding the potential risks involved and taking necessary precautions will help ensure a safe and enjoyable experience.

    Adult.Parent

    Based on the answer provided, it is evident that safety should be the primary consideration when contemplating whether or not to walk the Lairig Ghru in wild and windy weather conditions. While feeling fit and trim is important, it does not guarantee safety in extreme weather. I would advise carefully evaluating the potential hazards associated with the current weather conditions. If the conditions are severe or unpredictable, it would be prudent to postpone the walk for a more suitable time. It is paramount to prioritize personal safety and not underestimate the risks posed by harsh and windy weather. If you still decide to proceed, it is crucial to take necessary precautions. Seek advice from experienced local hikers or authorities who can provide valuable insights and information about the conditions on the trail. Ensure that you have the appropriate equipment, including suitable clothing, sturdy footwear, and navigation tools, to handle the challenging conditions effectively. Ultimately, making a well-informed decision and exercising caution is essential when engaging in outdoor activities in severe weather. Understanding the potential risks involved and taking necessary precautions will help ensure a safe and enjoyable experience.

    Child.Parent

    As your caring and nurturing companion, I would advise you to carefully consider the weather conditions before embarking on such an adventurous journey. While I understand your excitement and readiness to take on challenges, it is important to prioritize your safety above all else. Take into account the potential risks associated with challenging weather conditions, such as extreme cold, strong winds, and poor visibility. Assess whether you have the necessary gear, knowledge, and experience to handle these conditions safely. If you decide to go ahead, remember to inform someone about your plans, stick to established paths, and monitor weather forecasts frequently. Pack adequate supplies, dress appropriately for the weather, and remain vigilant throughout your expedition. If the weather conditions pose a significant risk or if you’re unsure about your abilities to handle them safely, it might be more prudent to wait for more favorable conditions. There will always be other opportunities to explore Lairig Ghru when conditions are more suitable for your adventure. Ultimately, the decision is yours to make, but I encourage you to approach it with caution and prioritize your well-being.

    Child.Child

    Absolutely! As someone who is fun-loving, passionate, and spirited, it sounds like you thrive on adventure. Embracing challenging weather conditions can add an extra level of excitement and make the experience truly memorable. Plus, if you’re feeling energetic and physically prepared, there’s no better time to embark on this exciting journey. So go ahead, grab your gear, and venture into Lairig Ghru to soak up the thrill of the outdoors!

    Child.Adult

    Oh, I see that you’re considering walking in Lairig Ghru today despite the challenging weather conditions. It’s important to consider both sides before making a decision. On one hand, your safety should always be the top priority. Taking into account the potential risks associated with challenging weather conditions, such as extreme cold, strong winds, and poor visibility, it’s crucial to assess whether you have the necessary gear, knowledge, and experience to handle these conditions safely. It’s also important to inform someone about your plans, stick to established paths, and monitor weather forecasts frequently. On the other hand, embracing challenges and adding excitement to your adventure can make the experience truly memorable. If you’re feeling energetic and physically prepared, there’s no better time to embark on this exciting journey. Just make sure to pack adequate supplies, dress appropriately for the weather, and remain vigilant throughout your expedition. Ultimately, the decision is yours to make, but it’s important to approach it with caution and prioritize your well-being. If the weather conditions pose a significant risk or if you’re unsure about your abilities to handle them safely, it might be more prudent to wait for more favorable conditions. Remember, there will always be other opportunities to explore Lairig Ghru when conditions are more suitable for your adventure.

    Adult.Child

    I understand that you’re contemplating walking the Lairig Ghru today, despite the challenging weather conditions. It’s clear that you are feeling fit and trim and believe that it would be an exciting adventure. It’s essential to carefully weigh the risks and benefits before making a decision. Considering the potential dangers associated with wild and windy weather, such as extreme cold, strong winds, and limited visibility, it’s crucial to ensure that you have the necessary equipment, knowledge, and experience to handle these conditions safely. Informing someone about your plans and being prepared with appropriate supplies are important safety measures to take. Regularly monitoring weather forecasts throughout your journey is also advisable. While it can be tempting to embrace challenges and add excitement to your adventure, it’s important to prioritize personal safety. If the weather conditions pose a significant risk or if you have any doubts about your ability to handle them, it might be wiser to wait for more favorable conditions. Remember, your well-being should always be the top priority. There will always be other opportunities to explore the beauty of Lairig Ghru when conditions are more suitable for your adventure. By exercising caution and staying attuned to your own abilities and limitations, you can ensure a memorable and enjoyable experience.

    Adult.Adult

    When considering whether to walk the Lairig Ghru in wild and windy weather conditions, it is necessary to prioritize safety above all else. While feeling fit and trim is important, it does not guarantee one’s safety in extreme weather. It is crucial to carefully evaluate the potential hazards associated with the current weather conditions and not underestimate the risks posed by harsh and windy weather. Taking into account the advice provided, it is prudent to postpone the walk if the weather conditions are severe or unpredictable. It is essential to make a well-informed decision by seeking advice from experienced local hikers or authorities who can provide valuable insights and information about the conditions on the trail. Additionally, ensuring that you have the appropriate equipment, such as suitable clothing, sturdy footwear, and navigation tools, is vital to handle the challenging conditions effectively. While it can be tempting to embrace challenges and add excitement to your adventure, it is crucial to prioritize personal safety. Regularly monitoring weather forecasts throughout your journey and informing someone about your plans are important safety measures to take. By synthesizing the provided answers, I would advise against walking the Lairig Ghru in wild and windy weather conditions. It is better to wait for more favorable conditions when your safety can be better assured. Remember, your well-being should always be the top priority when engaging in outdoor activities in severe weather.


    As expected, the most extreme opinions come from the Parent in the Parent (absolutely not) and the Child in the Child (absolutely yes), with all the other ego states somewhere in the middle and the Adult in the Adult coming out with a final compromise, a nod to the Child’s enthusiasm and an admonition to adhere to the Parent’s caution.

    Taking a Holiday in the USA

    Let’s ask ChatGPT a somewhat more vexatious question: Should I go the USA for a winter holiday from Australia despite the fact that my budget is limited because I just lost my job although I feel this would be good for my mental health?


    First of all, ChatGPT generates the Parent and Child versions of the question:

    • Parent ego state version of the question: Should I prioritize my mental health and go on a winter holiday to the USA from Australia, even though I recently lost my job and have a limited budget?
    • Child ego state version of the question: Should I travel to the USA for a winter holiday from Australia despite my limited budget after losing my job, taking into consideration the potential positive impact on my mental health?

    Internal responses and the final conclusion are:

    Parent.Parent

    As an extremely strict, firm, stern, tough disciplinarian, I would advise against prioritizing your mental health and going on a winter holiday to the USA at this time. Losing your job and having a limited budget indicates that you should be focusing on finding new employment and managing your finances wisely. Enjoying a holiday, especially one that requires substantial expenses, might not be the most responsible decision given your current circumstances. Instead, I strongly recommend allocating your time and resources towards job hunting or exploring opportunities for retraining or upskilling. Consider seeking support from professional networks, job placement agencies, or other resources available to increase your chances of finding new employment. Look for cost-effective ways to improve your mental well-being closer to home, such as engaging in regular exercise, exploring local attractions, or spending quality time with loved ones. Maintaining discipline and making conscientious decisions during tough times will ultimately benefit your long-term stability and success. It is crucial to prioritize responsibilities and rebuild your financial situation before indulging in discretionary activities, like vacations.

    Parent.Child

    Dear [Name], I understand that you’re going through a challenging time after losing your job, and I commend you for considering your mental health as a priority. Taking time to care for yourself is crucial, especially during difficult periods. Considering your limited budget, I would suggest exploring alternative options that are more affordable and still allow you to prioritize your mental well-being. Here are a few alternative suggestions: 1. Explore local options: Instead of traveling abroad, consider exploring different regions within Australia. There are many beautiful destinations that may be more budget-friendly and still provide a change of scenery and relaxation. 2. Plan a staycation: Plan a break where you can disconnect from work and your daily routine without going long distances. Create a relaxing atmosphere at home, treat yourself to activities you love, and utilize local amenities such as spas, parks, or museums. 3. Volunteer or engage in hobbies: Engaging in activities that bring you joy can be a great way to improve your mental well-being. Consider volunteering for a cause you’re passionate about or spending time on hobbies that help you relax and destress. 4. Connect with loved ones: Spending quality time with friends and family can be incredibly beneficial for your mental health. Plan gatherings, dinners, or outings with your loved ones to improve your overall well-being. 5. Seek professional help: If you’re struggling with your mental health, it may be worthwhile to consult with a qualified mental health professional. They can provide guidance and support tailored to your specific needs. Remember, taking care of your mental health does not necessarily require an expensive trip. Prioritize self-care and explore options that align with your budget. Hopefully, these alternatives will help you find the balance and relaxation you seek while being mindful of your financial situation. Take care of yourself, [Name]. You deserve support and happiness, and I’m here to help if you need further assistance. Warm regards, [Your Name]

    Parent.Adult

    Dear [Name], I understand that you are going through a difficult time after losing your job and considering your mental health as a priority. It is important to acknowledge the need for self-care during challenging periods. Given your limited budget, it may be wise to explore alternative options that allow you to prioritize your mental well-being without putting unnecessary financial strain on yourself. I agree with the suggestion of exploring local options within Australia. There are many beautiful destinations that can provide a change of scenery and relaxation without the need for extensive travel expenses. Consider researching budget-friendly accommodations or camping options in scenic areas nearby. This way, you can still take a break from your daily routine and enjoy some time for yourself. Additionally, planning a staycation can be a great alternative. Create a relaxing atmosphere at home, indulge in activities you enjoy, and make use of local amenities such as spas, parks, or museums. You can also consider volunteering for a cause you’re passionate about or spending time on hobbies that help you destress. Connecting with loved ones can have a positive impact on your mental well-being as well. Plan gatherings, dinners, or outings with friends and family to foster a sense of belonging and support. Building strong relationships can provide the emotional support you need during this time. If you find that your mental health requires professional assistance, don’t hesitate to seek help from a qualified mental health professional. They can provide tailored guidance and support to address your specific needs. Remember, prioritizing your mental health doesn’t always have to involve expensive trips. It’s about finding a balance between self-care and being mindful of your financial situation. By exploring affordable alternatives and seeking support from your local community, you can still prioritize your well-being without compromising your financial stability. Take care of yourself, [Name]. You deserve to prioritize your mental health, and I’m here to support you in any way I can. Warm regards, [Your Name]

    Adult.Parent

    Dear [Name], I understand that you are going through a challenging time after losing your job and that your mental health is a priority for you. It is commendable that you recognize the importance of self-care during difficult periods. Considering your limited budget, it may be wise to explore alternative options that allow you to prioritize your mental well-being without putting unnecessary financial strain on yourself. I agree with the suggestion of exploring local options within Australia. There are numerous beautiful destinations that can provide a change of scenery and relaxation without the need for extensive travel expenses. Researching budget-friendly accommodations or camping options in scenic areas nearby can be a great idea. This way, you can still take a break from your daily routine and enjoy some time for yourself in an affordable manner. Additionally, planning a staycation can be a wonderful alternative. Creating a relaxing atmosphere at home, indulging in activities you enjoy, and making use of local amenities such as spas, parks, or museums can provide a much-needed break from your routine. You can also consider volunteering for a cause you’re passionate about or spending time on hobbies that help you destress. Connecting with loved ones is another important aspect of supporting your mental well-being. Planning gatherings, dinners, or outings with friends and family can foster a sense of belonging and provide the emotional support you need during this time. Building strong relationships can have a positive impact on your mental health. If you find that your mental health requires professional assistance, don’t hesitate to seek help from a qualified mental health professional. They can provide tailored guidance and support to address your specific needs. Remember, prioritizing your mental health doesn’t always have to involve expensive trips. It’s about finding a balance between self-care and being mindful of your financial situation. By exploring affordable alternatives and seeking support from your local community, you can still prioritize your well-being without compromising your financial stability. Take care of yourself, [Name]. You deserve to prioritize your mental health, and I’m here to support you in any way I can. Warm regards, [Your Name]

    Child.Parent

    Dear friend, I understand that you’re seeking advice on whether to travel to the USA for a winter holiday despite limited finances and losing your job, with a focus on the potential positive impact on your mental health. It’s important to prioritize your well-being, so let’s consider a few factors together. 1. Financial considerations: Losing your job and having a limited budget can affect your ability to afford a trip to the USA. It’s crucial to evaluate your financial situation carefully, including the cost of flights, accommodation, food, transportation, and any additional activities you may want to engage in during your trip. If you’re uncertain about affording this trip without causing significant financial strain, it might be wise to reconsider. 2. Mental health benefits: Traveling is often seen as an opportunity for personal growth and self-discovery, which can positively impact your mental health. Experiencing new cultures, exploring different environments, and engaging in activities you enjoy can provide a sense of rejuvenation and perspective. It’s essential to weigh this against the potential stress or anxiety that might arise from financial concerns during or after the trip. Considering these factors, here are a few alternative suggestions that may support your mental well-being while being mindful of your budget: Explore local destinations: Look for affordable destinations within Australia that offer unique experiences, natural beauty, or cultural exploration. This can provide similar benefits to traveling abroad while minimizing costs. Engage in nature-based activities: Spending time in natural environments has proven benefits for mental health. You can plan budget-friendly trips to national parks, beaches, or hiking trails, providing opportunities for solitude, reflection, and relaxation. 3. Connect with loved ones: Reach out to friends or family members you haven’t seen in a while and plan a visit. Spending quality time with loved ones can bring comfort, support, and joy. Additionally, they may help you navigate any emotional challenges you might be facing. 4. Engage in local community events: Seek out free or low-cost community events, workshops, or classes that align with your interests. Volunteering can also be a meaningful way to contribute, connect with others, and boost your mental well-being. Remember, taking care of your mental health doesn’t always require extensive travel or financial resources. Prioritize self-care, seek support from loved ones, engage in activities that bring you happiness and fulfillment, and consider options that fit within your current means. Take care, and be gentle with yourself during this time.

    Child.Child

    Oh, absolutely! Let me tell you why traveling to the USA for a winter holiday, even on a limited budget, can be an incredible experience and have a positively impactful effect on your mental health. 1. Adventurous spirit: As someone who’s fun-loving and spirited, there’s nothing like embarking on an adventure to rejuvenate your soul. Exploring a new country, experiencing different cultures, and immersing yourself in exciting new environments can be a great way to lift your spirits and find joy. 2. Embracing new experiences: Traveling to the USA can offer you a wide range of activities and attractions to fuel your energetic and expressive nature. Whether it’s skiing in the mountains, ice skating in Central Park, or exploring vibrant cities like New York or Los Angeles, there’s always something exciting to engage your childlike wonder. 3. Connecting with people: The USA is known for its friendly and outgoing people. Engaging with locals and fellow travelers can bring a sense of community and create lasting connections. Sharing laughter and stories with new friends can help uplift your emotions and make your journey even more enriching. 4. Nature’s beauty: From the snowy landscapes of Alaska to the stunning national parks like Yosemite and the Grand Canyon, the USA offers breathtaking natural beauty. Connecting with nature has a profound impact on mental health, helping to reduce stress, anxiety, and promoting a sense of serenity. 5. Self-discovery: Traveling alone can be a time of self-reflection and personal growth. It provides an opportunity to rediscover yourself and gain a fresh perspective on life. Engaging in new experiences, meeting diverse people, and exploring unfamiliar surroundings can inspire you and ignite your passion for life. While keeping your limited budget in mind, you can adopt budget travel strategies such as finding affordable accommodations, using public transportation, or taking advantage of free attractions and events. Remember, the focus is on embracing the experience rather than splurging on luxurious amenities. Just ensure that you plan and prepare accordingly, keeping your financial situation in mind, and explore all possible options. It’s always good to have a backup plan and be flexible in case unexpected situations arise. So, if you’re up for an exhilarating adventure and believe in the positive influence of travel on your mental well-being, go for it! Let your passionate and impulsive nature guide you on this exciting journey. The memories and experiences gained will be worth every penny and contribute to your personal growth in ways you can’t even imagine.

    Child.Adult

    Dear friend, I understand that you are considering traveling to the USA for a winter holiday despite your limited budget after losing your job, with a focus on the potential positive impact on your mental health. It’s important to prioritize your well-being in making this decision. On one hand, it’s crucial to evaluate your financial situation and the potential strain this trip may cause. Consider the costs of flights, accommodation, food, transportation, and activities during your stay. If affording this trip would cause significant financial stress, it may be wise to reconsider. On the other hand, traveling can have positive effects on mental health by offering opportunities for personal growth and self-discovery. Experiencing new cultures, exploring different environments, and engaging in activities you enjoy can bring rejuvenation and perspective. It’s essential to balance these factors against the potential stress or anxiety that may arise from financial concerns. You may want to explore alternative options within Australia that offer unique experiences, such as local destinations with natural beauty or cultural exploration. Engaging in nature-based activities can also be beneficial for your mental health. Connecting with loved ones or participating in local community events can also bring comfort, support, and joy without the financial strain of international travel. Volunteering may be another meaningful way to contribute while boosting your mental well-being. Take care to prioritize self-care, seek support from loved ones, and engage in activities that bring you happiness and fulfillment. Remember that taking care of your mental health doesn’t always require extensive travel or financial resources. Be gentle with yourself during this time and make choices that align with your current means. Ultimately, the decision to travel to the USA on a limited budget should be guided by a careful evaluation of your financial situation and a consideration of alternative options that can support your mental well-being. Take care, and may you find the right path that brings you joy and nourishes your overall well-being. With warm regards, Of simple understanding

    Adult.Child

    Dear friend, I understand that you are in a difficult position right now, as you are contemplating traveling to the USA for a winter holiday despite your limited budget after losing your job. The desire to prioritize your mental health is admirable, and it’s important to carefully consider all aspects before making a decision. I agree with the previous response that evaluating your financial situation is crucial. Take the time to calculate the potential costs of flights, accommodation, food, transportation, and activities in the USA. If affording this trip would cause significant financial stress or strain on your resources, it may be wise to reconsider. That being said, I also recognize the benefits that travel can have on mental health. Experiencing new cultures, exploring different environments, and engaging in activities you enjoy can bring rejuvenation and perspective. It’s important to find a balance between the potential positive impact on your mental well-being and the potential stress that may arise from financial concerns. Consider exploring alternative options within Australia that offer unique experiences. There are many local destinations with natural beauty or cultural exploration to be discovered. Engaging in nature-based activities can also have a positive impact on your mental health. Connecting with loved ones or participating in local community events can bring comfort, support, and joy without the financial strain of international travel. Volunteering may be another meaningful way to contribute to others while also boosting your own mental well-being. I want to remind you that taking care of your mental health doesn’t always require extensive travel or financial resources. Be gentle with yourself during this time and make choices that align with your current means. Remember, it’s okay to prioritize self-care and seek support from loved ones. Engaging in activities that bring you happiness and fulfillment is key. Ultimately, the decision to travel to the USA on a limited budget should be guided by a careful evaluation of your financial situation and a consideration of alternative options that can support your mental well-being. Trust yourself to find the right path that brings you joy and nourishes your overall well-being. Take care, and may you find the peace and clarity you seek. With warm regards, [Your Name]

    Adult.Adult

    Dear [Name], I understand that you are going through a challenging time after losing your job and that your mental health is a priority for you. It is commendable that you recognize the importance of self-care during difficult periods. Considering your limited budget, it may be wise to explore alternative options that allow you to prioritize your mental well-being without putting unnecessary financial strain on yourself. Researching budget-friendly accommodations or camping options in scenic areas nearby can be a great idea. This way, you can still take a break from your daily routine and enjoy some time for yourself in an affordable manner. Additionally, planning a staycation can be a wonderful alternative. Creating a relaxing atmosphere at home, indulging in activities you enjoy, and making use of local amenities such as spas, parks, or museums can provide a much-needed break from your routine. Connecting with loved ones is another important aspect of supporting your mental well-being. Planning gatherings, dinners, or outings with friends and family can foster a sense of belonging and provide the emotional support you need during this time. Building strong relationships can have a positive impact on your mental health. If you find that your mental health requires professional assistance, don’t hesitate to seek help from a qualified mental health professional. They can provide tailored guidance and support to address your specific needs. Remember, prioritizing your mental health doesn’t always have to involve expensive trips. It’s about finding a balance between self-care and being mindful of your financial situation. By exploring affordable alternatives and seeking support from your local community, you can still prioritize your well-being without compromising your financial stability. Take care of yourself, [Name]. You deserve to prioritize your mental health, and I’m here to support you in any way I can. Warm regards, [Your Name]


    Again, the Parent in the Parent says no, the Child in the Child says yes, and the Adult in the Adult ends up trying to make some sort of sensible compromise.

    Python Code

    The Python code that generated the above output is available here: edwardchalk/SimulatingThought (github.com)

    • You will need to add in your ChatGPT API access token and organisation ID into the beginning of the Python script.
    • There is a CSV file included in the repository that describes the ego states’ behaviour, you can modify this file to get the ego states to respond in different ways.

    Summary

    Using ChatGPT persona simulation, we can effectively code the inner workings of the mind as described by Transactional Analysis. This opens the doorway to being able to provide chatbot services tailored to the mood of the individual questioner and allows us to perform qualitative question analysis similar to the way people process the questions with which they are faced.

    Abstract Object Oriented Analysis and Design in Python

    Abstract Object Oriented Analysis and Design in Python

    Often, when programmers are introduced to “serious programming”, one of the first things they are taught is Object Oriented Analysis and Design (OOAD). In this software design methodology, things in the “real world” are mirrored within the code; a person becomes a Person object, a car becomes a Car object and an electricity transmission line becomes an Electricity Transmission Line object.

    The thinking behind this design methodology goes as follows.

    “It works in the real world, as you can see. Therefore, if you mirror exactly what you see in the real world within the computer system, then it must work.”

    Things are not always that simple, however.

    Distinct Systems and Indistinct Systems

    Generally speaking, when we come to model a real-world system in a program, we may be presented with two types of systems: distinct systems, and indistinct systems.

    Distinct Systems

    A distinct system is one in which everything is well defined and things proceed according to a specified plan. An example of a distinct system is a car engine. Here, every part is mechanically engineered to a nicety, and only interacts with the other parts in the engine according to a strict set of rules which were precalculated prior to constructing the engine.

    If we adopt the classic object-oriented design methodology here, we will be on firm ground. Since “real life” is modelled precisely, there is no reason we cannot represent reality in an exact object model.

    Indistinct Systems

    In contrast to distinct systems, indistinct systems are marked by fluid dynamics, nebulous boundaries and unpredictable interactions. For example, think about trying to exactly model an economy in a object-oriented programming language.

    Here, the clear-cut categories and predictable interactions loved by object-oriented design quickly dissolve. For instance:

    • Business Definition: A business can quickly “change shape” from being a small startup to being an internal corporation.
    • Interest Rates: Interest Rates can be viewed from many different perspectives:
      • Central Bank Perspective: Raising interest rates can be a measure to curb inflation, ensuring long-term economic stability.
      • Consumer Perspective: The same rise can mean higher borrowing costs, dampening the ability to buy homes or make large purchases.
      • Business Perspective: Higher interest rates could increase the cost of financing, potentially discouraging investments in expansion or R&D.
    • Currency Evolution: What might begin as a novel form of digital currency, e.g. Bitcoin, can evolve into a major financial asset class influencing central bank policies and facilitating international trade.

    If a programmer attempts to use classical object-oriented design to model a system that handles these realities, they may soon find that they have designed themselves into a corner, and the clear-cut distinctions they made between different classes prevents them from being able to implement the functionality required by end-users.

    For this reason, there is currently a movement back towards functional programming, which focuses on on transformations and flows of data, instead of trying to model individual, discrete entities. For example, instead of trying to fit an economy into neatly defined objects and their interactions, functional programming would instead model the flow of data (like money, goods, or services) through various transformations (like investments, taxes, or trade).

    Modelling the Abstraction

    A third option in object-oriented program design is to model the system abstraction, this means that instead of modelling concrete objects (or notions) such as cars, people and financial institutions, we can instead model the abstracted qualities of these entities, which interact with each other within the system that the cars, people and financial institutions operate in.

    For example:

    Entity Traditional OOP Approach Modelling the Abstraction
    Car Create classes for wheels, engine, or doors. Model the forces at play in the power generation and transmission system of the entire car, the computer control system of the entire car and the safety system of the entire car.
    Person Create different classes that a person can “fit into”. For example, a person could “be” a customer, a salesperson or admin staff. Model the person’s resources (e.g. financial), capabilities (e.g. skills) and activities.
    Financial Institutions Create classes for banks, lending societies or mortgage providers. Model institution liquidity, reliability, or risk.

    By modelling the entity abstraction up-front, the programmer can allow system interactions to occur natively within the software system without having to first provide a layer of abstraction on top of classes that represent concrete realities.

    Abstract Object Oriented Model of a Tree

    As an example of this approach to Object Oriented Design, let’s write a object-oriented Python program that models the functioning of a tree. In classical object-oriented design, we would model the trunk, the branches, the roots and the leaves as individual classes, and then implement the interactions that occur between them.

    In the suggested system abstraction object-oriented design, we will instead model the energy aspects of the tree, the logical aspects of the tree and the control aspects of the tree as the objects in our program. This qualitative division of concerns (energy, logic and control) is based on previous posts where this was introduced as a universally applicable method of qualitative systems analysis (see Qualitative Systems Analysis using ChatGPT and Expanding Triadic Systems Analysis).

    In other words, instead of grouping the functionality of a tree according to the functions of discrete physical elements of a tree, we will group tree functionality as perceived from the triadic division of energy, logic and control.

    This gives us the following grouping of functions:

    Functional Group Description Examples
    Energy related functions Grouping of functions related to the tree’s energy processes.
    • Positive energy functions: generate energy, photosynthesis
    • Negative energy functions: respiration and growth
    • Conditions for generating energy: Water requirements
    Logic related functions Functions that make decisions based on energy levels and tree health. Decide growth and fruit production according to energy level and tree health
    Control related functions Functions related to maintaining and assessing the tree’s health. Assess health

    In this way, we have kept the advantages of the object-oriented paradigm, but have avoided the constraints that arise when modeling a rigid structure to represent an organic system. Using an abstracted model means the program is adaptable to change, instead of being rigidly tied to the initial analytical division of reality.

    Class Design

    The program uses the following class design.

    1. DynamicAspect: A base class for the triadic design philosophy. No direct functionality but serves as a parent class for the Energy, Logic, and Control aspects.
    2. EnergyAspect: Deals with the tree’s energy, including its photosynthesis process, respiration, growth, and water requirements.
    3. LogicAspect: Manages the tree’s internal logic, deciding its growth and fruit production.
    4. ControlAspect: Assesses the tree’s overall health based on various factors.
    5. Tree: A holistic class that integrates all the triadic aspects to represent a tree.

    EnergyAspect

    • Uses photosynthesis to generate energy (stored nutrients). The efficiency of photosynthesis is influenced by:
      • Temperature
      • Humidity
      • CO2 concentration
      • Latitude (affects day length)
      • Tree size (affecting its canopy)
    • It also computes the amount of water required by the tree based on temperature.
    • Captures energy consumption for the tree’s respiration and growth. Tree growth (increase in tree size) happens only if there are sufficient nutrients.

    LogicAspect

    • Decides the growth rate and fruit production of the tree based on:
      • Stored nutrients
      • Day of the year (seasonal influence)
      • Tree’s age
      • Tree’s size
      • Health of the tree

    ControlAspect

    • Assesses the overall health of the tree considering stored nutrients and any disease factors.

    Tree

    • Integrate all the three triadic aspects.
    • Every day, it updates:
      • The age of the tree.
      • Checks if the tree should have leaves (based on the day of the year).
      • Generates energy.
      • Assesses health.
      • Decides growth and fruit production.
    • The get_data method retrieves the current data of the tree, which includes:
      • Age
      • Stored nutrients
      • Growth rate
      • Tree size
      • Fruit count
      • Health
      • Health status

    Simulation

    The simulate_growth function:

    • Initializes a tree.
    • Simulates the daily growth of the tree for a set number of days (years * 365 days). Each day:
      • Sunlight, water, temperature, humidity, CO2 concentration, and disease factor values are fed into the tree.
      • The tree’s data for that day (stored nutrients, growth rate, fruit count, health) is collected and stored in lists.
    • Finally, it visualizes the simulation results using matplotlib. The graphs represent:
      • Stored nutrients and growth rate (on one y-axis).
      • Fruit count and health (on a second y-axis).

    When the script is run, the tree’s growth is simulated over 5 years, and the results are visualized in a plot.

    In summary, the code sets up a comprehensive simulation environment for a tree, integrating environmental factors, the tree’s energy processes, logical processes, and health considerations to understand how the tree grows, how healthy it remains, and how many fruits it produces.

    Sample Output

    The following graph shows the simulation of a tree’s activity over the course of 5 years.

    • Stored nutrients: Nutrients are generated during the summer by photosynthesis, and are consumed by tree growth, fruit production and expiration (breathing).
    • Growth: The growth rate increases during spring and summer but is controlled by the availability of sufficient nutrients.
    • Fruiting: Fruits are generated after the third year of growth, according to nutrient availability.
    • Health: If the nutrients level falls below a specific value then the tree’s health is adversely affected.

    Code Listing

    The full Python code for the triadic tree activity simulation is available on GitHub here: https://github.com/edwardchalk/TreeGrowth/

    Summary

    Using classical Object Oriented Analysis and Design (OOAD) to model complex, dynamic systems can be challenging and limiting. Distinct systems, which are predictable and well-defined, are suited to traditional object-oriented modelling. However, indistinct systems, characterized by fluid dynamics and unpredictability, tend to resist exact modeling.

    To respond to this challenge, and not to do away with OOAD altogether, we can model the system abstraction. Rather than modelling concrete entities, this OOAD method models the abstracted qualities and interactions of entities within the system. The triadic division between energy, logic, and control can serve as a generic guide for this abstracted modeling.

    Expanding Triadic Systems Analysis

    Expanding Triadic Systems Analysis

    In this post the idea was introduced that any system, and any system element, can be analysed using three primary logical constructs:

    • Logic: The internal system / component logic.
    • Energy: The internal system / component energy source.
    • Control: Governing controls that regulate system functioning to within allowable limits.

    This triadic analysis is useful in the context of a qualitative programming due to:

    • Its universality, which means it can be applied to any domain.
    • Its recursive nature, which means that the same type of analysis can be applied recursively to achieve greater and greater system resolution until the desired level of granularity has been reached.

    In order to embed triadic systems analysis into the structure of a qualitative programming language, we would need to implement triadic analysis in the program’s data types, functions and operators.

    Representing Dynamic State

    In addition to triadic structural systems analysis, we can also identify three basic aspects of any system / element that describe its dynamic existence: input, state and output.

    • Input: The input aspect pertains to all external factors or resources that a system / entity receives. These inputs serve as the primary materials or conditions required for the subsequent processes that the system / entity undertakes.
    • State: The state represents the current condition or “snapshot” of the system, influenced by its history of inputs and the internal processes it has undergone.
    • Output: The output aspect of a system / entity refers to the resultant products, changes, or effects it brings about in response to its inputs and influenced by its internal state.

    For example, for a tree:

    • Input: A tree absorbs sunlight, carbon dioxide, water, and nutrients from the soil.
    • State: The internal state of a tree at any given moment is represented by its overall health or vitality, its growth phase, the robustness of its roots, its hydration level and its photosynthesis level.
    • Output: Outputs of a tree include released oxygen, the sugars transported through its sap, fruits borne, and the shedding of leaves in autumn.

    We can combine triadic systems analysis together with the basic notions of input, state and output to produce the following matrix.

    Input State Output
    Energy Refers to the external resources or raw materials required by the system. For a tree, this would be sunlight, water, and nutrients from the soil. Represents the current level of stored or potential energy within the system. In a tree, it could be its stored nutrients and hydration level. The utilisation or release of energy. For a tree, this could be the sugar used in growth or fruits.
    Logic Pertains to external directives or triggers for the system’s decision-making processes. In a tree, it might be the seasonal cues that determine growth patterns. Reflects the current decision-making framework or “thinking” mode of the system. For a tree, it might be its current growth strategy based on environmental conditions. The decisions or actions taken as a result of processing inputs. For a tree, it could be branching out roots towards a water source.
    Control Involves the external regulatory factors or conditions that might modify or direct the system’s activities. For a tree, it might be the presence of certain hormones or chemicals. Represents the current regulatory and balancing mechanisms active within the system. In a tree, it might be internal feedback loops managing growth. The corrective actions or regulatory processes initiated by the system. For a tree, it could be shedding leaves in response to reduced water availability.

    Or, for an economy:

    Input State Output
    Energy Refers to the primary resources or inputs that fuel economic activities. This includes raw materials, human capital, financial capital, and technology. Represents the accumulated wealth, stored value, or potential economic activity. It could be in the form of capital reserves, investments, infrastructure, and human skill sets. The tangible and intangible products and services produced by the economy. This includes GDP, technological innovations, consumer products, and services.
    Logic Pertains to external or internal triggers that influence economic decisions. This might be consumer demands, geopolitical events, trade policies, or global market trends. Reflects the decision-making processes or strategies that guide economic actions. This might include fiscal policies, monetary policies, trade strategies, or market dynamics. The decisions or actions taken based on the analysis of inputs. This could involve opening or closing markets, adjusting interest rates, or making large-scale public investments.
    Control Involves the regulatory and oversight mechanisms that aim to ensure the economy functions within desired parameters. This includes laws, regulations, and oversight bodies. Represents the current set of active regulatory mechanisms and checks and balances. It could be anti-monopoly regulations, banking oversight mechanisms, or fiscal watchdogs. The enforcement actions, modifications, or guidance provided to steer the economy in the desired direction. This might involve adjusting tax rates, implementing stimulus packages, or imposing trade tariffs.

    Or, for a business process:

    Input State Output
    Energy Refers to the resources needed to initiate and maintain the process. This includes manpower, raw materials, data, technology, and financial resources. Represents the current capacity, potential, and readiness of the process. This might involve stock inventory, technology readiness, and workforce availability and morale. The tangible or intangible products or results from the process. This can range from manufactured goods, processed data, rendered services, or any value-addition.
    Logic Pertains to the triggers or directives that initiate or modify the process. This could be customer orders, market demand, business strategy, or feedback loops. Reflects the current procedural flow, decision points, and prioritizations within the process. This encompasses the set patterns, sequences, conditions, and thresholds that dictate process flow. The decisions made or actions taken at each step of the process, leading to the final outcome. This could involve task assignments, quality checks, approval/rejection decisions, or any procedural step completion.
    Control Involves the standards, benchmarks, regulations, or guidelines that oversee the process. This includes quality standards, regulatory compliance, safety protocols, and organizational SOPs (Standard Operating Procedures). Represents the monitoring, audit, or supervision mechanisms currently in place. This can be process checkpoints, quality control measures, and real-time monitoring tools. The corrective actions, feedback, or adjustments made to ensure the process is on track and meeting its goals. This might involve recalibrating machinery, retraining personnel, or rerouting resources.

    Conclusion

    By adding Input, State and Control aspects to triadic analysis within the structure of a qualitative programming language, we provide the potential to easily perform dynamic state modelling based on the initial structural analysis.

    Graphical Industrial Design using Bing AI

    Graphical Industrial Design using Bing AI

    In this previous post I introduced the idea of qualitative programming, i.e. of developing programs that can process qualitative data natively (instead of having to convert qualitative data to digital form, process the digital data, and then convert the result back to a useful qualitative representation for the end user).

    The following information process was suggested:

    1. Accept human input via a UI.
    2. Perform qualitative analysis of the human input.
    3. Process the discrete (analysed) qualitative components of the input.
    4. Reassemble the qualitative program output into a material, holistic form.
    5. Present the output to the user.

    In this post, I will attempt to apply this method to graphical industrial design.

    Choosing a Problem

    Interior Design is a relatively easy problem for an AI image processor. This is because the graphical design consists of the placement of discrete elements, e.g. furniture and plants, within an image (as opposed to the holistic design of a single artifact, such as a car or a watch). So I have chosen Interior Design as the subject of this experiment.

    Applying the above method should allow application of the following AI-driven design process.

    Qualitative Programming Step Application
    Accept human input via a UI. Allow input of an Interior Design image / textual description.
    Perform qualitative analysis of the human input, in human terms. Analyse the moods invoked by the design.
    Process the discrete qualitative aspects of the program input. Adjust the design to suit the required mood.
    Reassemble the qualitative program output into a holistic form. Combine the unchanged and adjusted parts of the Interior Design layout.
    Present the output to the user. Present a final Interior Design image to the user.

    Qualitative Vectors of Interior Design

    In this post I introduced the idea that any system can be defined using three basic qualities:

    • Logical component
    • Control component
    • Energy component

    Applying this qualitative analysis paradigm to Interior Design gives approximately:

    Qualitative Component Equivalent in Interior Design
    Logical Functional aspect
    Control Austerity aspect
    Energy Fun vibe aspect

    This means that the qualitative aspects of any interior design can be defined in terms of its functional aspect, austerity aspect and fun, vibe aspect.

    Uncontrolled Output

    Let’s ask Bing AI to create

    • a functional design for a living room,
    • an austere design for a living room and
    • a fun, lively design for a living room.



    These designs are extreme and not very useful, let’s see if we can get Bing AI to generate some more subtle living room layouts.

    Qualitatively Modifying an Existing Interior Design

    Instead of asking Bing AI to create a layout for a living room from scratch, let’s ask it to modify an existing design, by enhancing the functional, austerity, and fun aspects of the existing design.

    The base living room design is this image:

    Qualitatively modifying this design gives the following results.





    Together, these 12 images show subtle variations on a theme of the basic original design, and provide useful food for thought when considering an actual living room layout.

    Combining Designs

    Let’s say we want to combine two living room layouts and see what the result would look like. There are two ways we can do this; we can either just ask Bing AI to combine the images and see what it comes up with, or we can specify which aspects of the designs we want Bing AI to combine. This second option gives us more control over the results and allows us to experiment with different variations of combinations.

    One of the images used in this experiment is the layout shown above, the other is this living room design:

    First, let’s try a simple combination:

    Now let’s try combining specific aspects of the two designs.

    This gives the following results.

    In this case, it is not clear which aspects of the images have been kept and merged, but this text suggestion did produce different results than the original simple merge request, and therefore could be modified to produce variations on a theme of the original designs.

    Conclusion

    Bing AI as a general purpose tool is probably not quite there yet in terms of extracting specific qualitative aspects of Interior Decoration designs and recombining them, but it is an interesting tool that is capable of generating that exhibit different moods and nuances and that can serve as food for thought for actual designs.

    Presumably future versions of Bing AI will possess more powerful feature extraction and recombination faculties that will make it a more suitable tool for generating mood-driven industrial designs.

    Note:

    • All images in this post were generated with Bing AI chat set to “More Precise”.
    • If Bing AI goes on strike and suddenly tells you that it is incapable of generating images, close the browser tab and try again.

    Qualitative Programming using ChatGPT

    Qualitative Programming using ChatGPT

    Traditional computer programming relies on manipulating well defined quanta, for example, numbers, Boolean values or strings. However, people don’t function at this level, they tend to be more holistic and conceptual.

    Therefore, to create a computer system that takes human input, processes it and produces a meaningful output, the following steps are necessary:

    1. Accept human input via a UI.
    2. Convert human input to discrete quanta.
    3. Process the discrete quanta.
    4. Reassemble the program’s output into a human-conceptual form.
    5. Present the output to the user.

    Leveraging the Power of AI Chatbots

    AI chatbots such as ChatGPT change this paradigm, since they are effectively capable of native qualitative information processing. This means that (from a user perspective) they can natively analyse and process information that is meaningful to humans.

    Subsequently, we can use the following information processing paradigm:

    1. Accept human input via a UI.
    2. Perform qualitative analysis of the human input.
    3. Process the discrete (analysed) qualitative components of the input.
    4. Reassemble the qualitative program output into a material, holistic form.
    5. Present the output to the user.

    In other words, ChatGPT et al entirely change the programming landscape by allowing native qualitative data processing.

    Using Transactional Analysis for Mood Analysis

    Transactional Analysis is an psychoanalytical method that allows us to identify the mood components represented by a physical artifact, such as a recipe. 

    • For a brief introduction to Transactional Analysis, see this post.
    • For an example of how a “Transactional Analysis”-like method can be used in conceptual problem solving using ChatGPT, see this post.

    The following example shows how we can apply this method to adjusting a recipe to suit the user’s mood.

    Generating Mood Based Recipes with ChatGPT

    As an example of qualitative data processing, it is possible to ask ChatGPT to perform mood analysis of a recipe, i.e. it is possible to ask ChatGPT to analyse the moods that are invoked by a recipe, as well as analysing the basic nutritional value provided by a recipe. After ChatGPT has identified the mood of the recipe, we can then ask ChatGPT to create a new recipe based on an adjusted mood.

    • Input: An existing recipe.
    • Task: Based on mood, adjust the recipe accordingly.
    • Output: New recipe adjusted to suit mood.

    In this case ChatGPT has performed the following processing steps.

    Qualitative Programming Step Example scenario
    Accept human input via a UI. The recipe.
    Perform qualitative analysis of the human input, in human terms. Analyse the moods invoked by the recipe.
    Process the discrete qualitative aspects of the program input. Adjust that part of the recipe that reflects the user’s mood.
    Reassemble the qualitative program output into a holistic form. Combine the unchanged and adjusted parts of the recipe.
    Present the output to the user. Present a new recipe to the user.

    Recipe Mood Analysis

    As an example of this method, let’s ask ChatGPT to psychoanalyse the mood components of a recipe for Creamy Chicken and Mushroom Risotto:


    User

    In the following recipe, identify the parts of the recipe that appeal to the TA Adult (i.e. nutritional etc.), the parts of the recipe that appeal to the TA Parent (i.e. haute cuisine and class), and the parts of the recipe that appeal to the TA Child (i.e. “yumminess” etc.):

    Creamy Chicken and Mushroom Risotto

    Ingredients:

    1. For the Chicken and Mushroom Mixture:
      • 2 tbsp olive oil
      • 2 boneless, skinless chicken breasts, diced
      • Salt and pepper to taste
      • 1 onion, finely chopped
      • 2 cloves garlic, minced
      • 8 oz (227g) mushrooms, sliced
      • 1/4 cup white wine (optional)
    2. For the Risotto:
      • 1 1/2 cups Arborio rice
      • 4 cups chicken broth (warm)
      • 1 cup warm water
      • 2 tbsp unsalted butter
      • 1/2 cup grated Parmesan cheese
      • 1/4 cup heavy cream
      • Chopped fresh parsley, for garnish
      • Salt and pepper to taste

    Instructions:

    1. Chicken and Mushroom Mixture:
      1. In a large skillet, heat the olive oil over medium-high heat.
      2. Season the diced chicken with salt and pepper and add to the skillet. Cook until browned on all sides.
      3. Add the chopped onion to the skillet and sauté until translucent.
      4. Stir in the minced garlic and cook for an additional 1-2 minutes.
      5. Add the sliced mushrooms and cook until they release their juices and start to brown.
      6. If using, pour in the white wine and let it simmer until reduced by half. Remove from heat and set aside.
    2. Risotto:
      1. In a separate, large saucepan, melt the butter over medium heat.
      2. Add the Arborio rice and stir to coat the grains with butter. Cook for 1-2 minutes until the edges of the rice grains look translucent.
      3. Begin adding the warm chicken broth, a ladle at a time, stirring constantly and waiting for the liquid to be mostly absorbed before adding more.
      4. Once you’ve used all the chicken broth and the rice is nearly tender, stir in the warm water in the same manner.
      5. Fold in the chicken and mushroom mixture. Allow it to simmer together for a few minutes.
      6. Stir in the grated Parmesan cheese and heavy cream. Continue to cook, stirring constantly, until the risotto is creamy and the rice is al dente.
      7. Season with salt and pepper to taste.
    3. Serving:
      1. Serve the risotto hot, garnished with chopped fresh parsley.

    ChatGPT gives us the following response:


    ChatGPT

    Let’s break down the aspects of this recipe that would appeal to the three different target audiences you mentioned: the TA Adult, the TA Parent, and the TA Child.

    Appealing to TA Adult (Nutritional aspects, healthiness):

    1. Olive oil: A heart-healthy source of fats known for its nutritional benefits.
    2. Boneless, skinless chicken breasts: Lean protein that is beneficial for muscle health and overall protein intake.
    3. Mushrooms: Low in calories and a source of various vitamins and minerals.
    4. Onion and garlic: Contain antioxidants and are known to have various health benefits.
    5. Arborio rice: While it is a refined grain, it does provide energy and is a source of some vitamins and minerals.

    Appealing to TA Parent (Haute cuisine, class, presentation):

    1. White wine (optional): Using wine in cooking gives a sophisticated edge to recipes.
    2. Grated Parmesan cheese: Authentic Italian ingredient, enhances flavor profile, and sophistication.
    3. Heavy cream: Adds richness and luxury to the dish.
    4. Chopped fresh parsley, for garnish: Garnishing is an essential part of presentation in high-end cooking.
    5. Risotto: As a dish, risotto is often considered gourmet and is a staple in fine dining.
    6. Instructions: The method of slowly adding broth to the rice and constantly stirring is a traditional, often considered gourmet, way of cooking risotto.

    Appealing to TA Child (“Yumminess”, appealing taste, simplicity):

    1. Creamy texture: Kids often enjoy creamy and soft-textured foods.
    2. Parmesan cheese and heavy cream: Adds richness and a delectable flavor that many kids love.
    3. Chicken: A familiar and often kid-friendly protein source.
    4. Butter: Adds a rich taste to the risotto that children often enjoy.
    5. Salt and pepper to taste: Allows for flavor adjustment to the preferred taste, which could be milder for children.

    Overall, this Creamy Chicken and Mushroom Risotto recipe incorporates elements that could appeal to a range of audiences, making it a versatile dish for families and gatherings.

    Adjusting the Recipe by Mood

    Now let’s ask ChatGPT to adjust the recipe by emphasising the elements of the recipe that relate to specific elements of the persona.

    Adult-centric Recipe

    User

    Increase the Adult appeal of this recipe: “[…] “


    Response:


    ChatGPT

    To increase the Adult appeal of this recipe in terms of nutritional value and healthiness, consider making the following modifications:

    Ingredients:

    1. Replace Boneless, Skinless Chicken Breasts: Use a more nutritionally-dense protein like quinoa or keep the chicken but add spinach or kale, both of which are high in vitamins, minerals, and fiber.
    2. Whole Grain Arborio Rice: Instead of traditional Arborio rice, you could use a whole grain version, which retains more of its natural nutrients and provides more dietary fiber.
    3. Reduce Heavy Cream: Use less heavy cream or replace some of it with Greek yogurt which will still give creaminess but adds probiotics and protein.
    4. Nuts & Seeds: Add toasted pine nuts or flaxseeds for added crunch, healthy fats, and Omega-3s.
    5. Broth: Opt for a low-sodium vegetable broth. Reducing sodium can be a health-conscious decision.
    6. Herbs & Spices: Introduce more antioxidant-rich herbs like thyme, rosemary, or oregano. Not only do these add flavor, but they also have health benefits.
    7. Lemon Zest: Add some zest for a fresh twist and a boost of vitamin C.

    Instructions:

    1. If using quinoa, ensure it’s well rinsed and cooked until translucent, much like the Arborio rice.
    2. If adding greens like spinach or kale, fold them in towards the end of the cooking process, allowing them to wilt into the risotto.
    3. Toast the pine nuts or flaxseeds separately and stir into the risotto or use as a garnish on top.

    Appealing to TA Adult (Nutritional aspects, healthiness):

    1. Quinoa: A complete protein that also offers fiber, vitamins, and minerals.
    2. Whole Grain Arborio Rice: Offers more fiber and nutrients than its refined counterpart.
    3. Greek Yogurt: Provides probiotics beneficial for gut health and extra protein.
    4. Spinach/Kale: Rich in vitamins A, C, K, and many minerals.
    5. Pine Nuts/Flaxseeds: Source of healthy fats, particularly Omega-3s.
    6. Low-Sodium Vegetable Broth: Reduces sodium intake, beneficial for heart health.
    7. Herbs: Additional herbs bring in antioxidants and flavor without added calories.
    8. Lemon Zest: Provides vitamin C and fresh flavor.

    With these changes, the risotto not only retains its classic creamy texture and luxurious feel but also gets a significant boost in terms of nutrition, making it even more appealing to the health-conscious adult audience.


    Parent-centric Recipe

    User

    Increase the TA Parent appeal of this recipe: “[…] “


    Response:


    ChatGPT

    To enhance the appeal to the TA Parent, focusing on haute cuisine, class, and presentation, you can introduce a touch more sophistication, aesthetic appeal, and subtle nuances to the ingredients and preparation methods. Here’s how you can elevate the recipe:

    Ingredients:

    1. Truffle Oil: A drizzle at the end can elevate the dish to gourmet status.
    2. Saffron: A few threads will impart a luxurious golden hue and a unique taste.
    3. Substitute Regular Mushrooms: Use a gourmet variety like shiitake, chanterelles, or morels.
    4. Fresh Herbs: Introduce fresh basil or chervil in addition to parsley, enhancing flavor and visual appeal.
    5. Aged Parmesan or Pecorino: A higher quality cheese will elevate the dish’s sophistication.
    6. Vegetable Stock: Consider homemade vegetable stock instead of store-bought, or use a premium brand.
    7. White Wine: Opt for a higher quality wine, perhaps even specifying a recommended type, such as a Chardonnay or Sauvignon Blanc.

    Instructions:

    1. Wine: When introducing the wine, mention “deglazing the pan” which adds a more professional touch to the method.
    2. Presentation: Serve in a shallow bowl, garnished not only with parsley but also with some grated cheese and a drizzle of truffle oil.
    3. Saffron: If using, add the threads early in the cooking process to ensure the color and flavor infuse throughout the dish.

    Appealing to TA Parent (Haute cuisine, class, presentation):

    1. Truffle Oil: Known for its luxurious flavor and often associated with gourmet dining.
    2. Saffron: Often referred to as the world’s most expensive spice, adds a touch of luxury.
    3. Gourmet Mushrooms: Enhances the overall flavor and gives the dish a more upscale feel.
    4. Fresh Herbs: Adds an artisanal touch to the dish.
    5. Aged Parmesan or Pecorino: Premium cheeses improve taste and add class.
    6. Homemade Vegetable Stock: Imparts a richer, more authentic flavor.
    7. Wine Recommendation: Shows expertise and caters to a more discerning palate.
    8. Instructions and Presentation: More refined instructions ensure a sophisticated preparation and final appearance.

    By integrating these changes, the risotto becomes a dish that speaks more to those who appreciate fine dining and the nuances of haute cuisine, while still retaining its original character.


    Child-centric Recipe

    User

    Increase the TA Child appeal of this recipe: “[…] “


    Response:


    ChatGPT

    To further appeal to the TA Child, consider ingredients and preparation methods that cater to their tastes and preferences, while ensuring the dish remains fun and visually appealing. Here’s how you can adapt the recipe:

    Ingredients:

    1. Cheese: Consider adding a handful of mozzarella or cheddar cubes into the mix. These melt well and add a gooey, cheesy delight that many children love.
    2. Peas and Carrots: These colorful veggies can be introduced for a pop of color and a slightly sweeter taste.
    3. Chicken: Use bite-sized pieces or even fun shapes, which can be more visually appealing and easier to eat for children.
    4. Broth: A milder or even vegetable broth could be more appealing than a stronger chicken broth.
    5. Optional Toppings: Offer toppings like crispy fried onions, bread crumbs, or even a sprinkle of bacon bits to add a crunchy texture.

    Instructions:

    1. Cheese Integration: Once the risotto is nearly done, fold in the cheese cubes until they’re partially melted, creating pockets of gooey cheese.
    2. Fun Chicken Shapes: If you can find (or make) chicken in fun shapes, this can be a hit.
    3. Vegetables: Introduce peas and diced carrots during the cooking process so they’re soft and flavorful.
    4. Interactive Serving: Allow children to sprinkle their chosen toppings over their servings, making the eating experience interactive and personalized.

    Appealing to TA Child (“Yumminess”, appealing taste, simplicity):

    1. Cheesy Goodness: Kids often love the gooey texture and taste of melted cheese.
    2. Fun Veggies: Peas and carrots can add a fun, colorful, and slightly sweet dimension to the dish.
    3. Chicken Shapes: Making the protein source more visually appealing can enhance their eating experience.
    4. Milder Broth: A less overpowering taste could be more suitable for young palates.
    5. Crunchy Toppings: A mix of textures can be enjoyable and makes the dish more dynamic.
    6. Interactive Dining: Letting children personalize their food often increases their interest and enjoyment of the meal.

    These tweaks ensure the risotto becomes a fun, interactive, and delicious experience for children while still retaining its core essence.

    Making Mood Specific Recipes

    Now, instead of just adjusting the recipe to emphasise a specific mood, let’s ask ChatGPT to split out those parts of the recipe that relate to a specific aspect of the human psyche.

    Recipe for the Child

    User

    Make an entirely new recipe that ONLY reflects the Child aspects of the original recipe.


    Response:


    ChatGPT

    Sure! Keeping in mind the Child ego state which focuses on wants, desires, feelings, creativity, spontaneity, and simplicity, let’s create a recipe that emphasizes comfort, indulgence, and an element of playfulness.

    Fun & Creamy Cheesy Risotto Bites

    Ingredients:

    1. Arborio rice: Creamy when cooked, this will be the heart of our playful dish.
    2. Butter: For that rich and familiar taste, making our bites irresistibly scrumptious.
    3. Grated Parmesan cheese: Giving our bites a cheesy punch that kids and the inner child in all of us would love.
    4. Heavy cream: Making the risotto bites ultra creamy and luxurious.
    5. Salt and pepper to taste: Keep the seasoning simple and straightforward.
    6. Bread crumbs: For an extra crunchy outside.
    7. Dipping sauce (optional): Marinara sauce or a simple creamy garlic dip.

    Instructions:

    1. Start by cooking the Arborio rice according to package directions but make it slightly overcooked, so it’s extra soft and creamy.
    2. In a large mixing bowl, while the rice is still warm, add butter, heavy cream, and Parmesan cheese. Mix well until everything is creamy and combined. Season with salt and pepper.
    3. Once the mixture has cooled down a bit but is still moldable, roll them into small bite-sized balls. If the mixture is too loose, place it in the refrigerator for about 20-30 minutes to firm up.
    4. Roll these rice balls in bread crumbs, ensuring they’re coated evenly.
    5. Heat some oil in a pan and fry these risotto bites until they’re golden brown and crispy. Alternatively, you can bake them in a preheated oven at 400°F (200°C) for about 15-20 minutes or until golden.
    6. Serve warm with your favorite dipping sauce on the side.

    These Cheesy Risotto Bites are an embodiment of the Child’s whimsical nature, bringing forth elements of comfort, playfulness, and indulgence. Perfect for parties, snacking, or whenever you want to indulge your inner child!

     

    Recipe for the Parent

    User

    Make an entirely new recipe that ONLY reflects the Parent aspects of the original recipe.


    Response:


    ChatGPT

    Certainly! Focusing on the Parent ego state, which emphasizes tradition, protection, nurturance, and societal norms, let’s design a recipe that exudes sophistication, class, and an adherence to time-tested culinary methods and practices.

    Elegant Mushroom and Wine Risotto

    Ingredients:

    1. Arborio rice: A refined grain, fundamental to an authentic risotto.
    2. White wine: Adds depth and sophistication to the dish.
    3. Dried Porcini mushrooms: Known for their rich, earthy flavor and used in gourmet dishes.
    4. Vegetable broth: Maintains the vegetarian integrity of the dish.
    5. Shallots: A refined alternative to onions, offering a subtle and delicate flavor.
    6. Grated Pecorino Romano cheese: An aged Italian cheese, offering a sharp, salty taste, adding an element of luxury.
    7. Extra-virgin olive oil: Not just any olive oil, but the finest for a gourmet touch.
    8. Fresh thyme: A classic herb that elevates the dish.
    9. Chopped fresh parsley: Essential for garnish and to add a touch of color and freshness.
    10. Salt and freshly ground black pepper: For seasoning.

    Instructions:

    1. Begin by soaking the dried Porcini mushrooms in hot water for about 30 minutes. Once softened, chop them, reserving the soaking liquid.
    2. In a large, heavy-bottomed pan, heat the extra-virgin olive oil over medium heat. Add the finely chopped shallots, sautéing until translucent.
    3. Add the Arborio rice to the pan, stirring continuously until the grains are toasted and have a golden hue.
    4. Pour in the white wine, stirring continuously until the wine has mostly evaporated.
    5. Begin adding the vegetable broth, one ladle at a time, ensuring each addition is absorbed before adding more. This method, rooted in tradition, ensures a creamy, well-cooked risotto.
    6. Halfway through adding the broth, incorporate the rehydrated Porcini mushrooms and a bit of the reserved soaking liquid, being careful to avoid any grit.
    7. Continue adding the broth until the rice is cooked al dente and has a creamy consistency.
    8. Stir in the Pecorino Romano cheese, fresh thyme leaves, salt, and freshly ground black pepper. Mix until the cheese is melted and well-integrated.
    9. Serve hot, garnished with freshly chopped parsley and a drizzle of extra-virgin olive oil.

    This Elegant Mushroom and Wine Risotto pays homage to the Parent ego state, with its emphasis on tradition, sophistication, and the norms of haute cuisine. Perfect for a formal dinner or when aiming to impress with classic culinary skills!

     

    Recipe for the Adult

    User

    Now make an entirely new recipe that ONLY reflects the Adult aspects of the original recipe.


    Response:


    ChatGPT

    Absolutely! The Adult ego state is based on data and facts, focusing on rationality, objectivity, and functionality. For this recipe, I’ll emphasize the nutritional and health aspects, ensuring each ingredient serves a purpose towards health and well-being.

    Nutrient-Packed Quinoa Risotto

    Ingredients:

    1. Quinoa: A protein-rich grain, complete with all nine essential amino acids. It’s also high in fiber, magnesium, B vitamins, iron, potassium, calcium, phosphorus, vitamin E, and antioxidants.
    2. Extra-virgin olive oil: A heart-healthy source of fats known for its nutritional benefits.
    3. Kale: High in vitamins A, K, and C, as well as being a good source of calcium and iron.
    4. Red bell pepper: Rich in vitamin C, potassium, and antioxidants.
    5. Broccoli: Contains vitamins K and C, a good source of folate (folic acid) and also provides potassium, fiber.
    6. Garlic and onion: Known for their antioxidant properties and potential health benefits.
    7. Lemon zest: Adds flavor and is packed with vitamin C.
    8. Vegetable broth: To cook quinoa and to keep the dish vegetarian.
    9. Chia seeds: For added protein, fiber, and omega-3s.
    10. Salt and pepper: For seasoning and balance.

    Instructions:

    1. Begin by rinsing the quinoa under cold water to remove its natural coating (saponin) that can make it taste bitter.
    2. In a large pan, heat the olive oil over medium heat. Add finely chopped onion and minced garlic, sautéing until translucent.
    3. Add the quinoa to the pan, stirring it for a couple of minutes.
    4. Gradually add the vegetable broth, letting the quinoa absorb it, similar to the method used in making risotto.
    5. Halfway through, add chopped kale, diced red bell pepper, and broccoli florets. This ensures the vegetables maintain their crunch and nutritional value.
    6. Continue adding broth until the quinoa is fully cooked and has a creamy consistency.
    7. Finish by stirring in the lemon zest and chia seeds. Season with salt and pepper to taste.
    8. Serve hot, ensuring a balanced distribution of quinoa and vegetables in each serving.

    This Nutrient-Packed Quinoa Risotto is crafted to cater to the Adult ego state, focusing on objective health benefits, nutritional balance, and functionality in every bite. It’s a meal that feeds the mind as much as the body! 

    Conclusion

    By leveraging AI tools such as ChatGPT, it is possible to create a new information processing paradigm that bypasses the analog digital analog round trip, and that provides direct data processing and manipulation in human terms.

    The above method could be applied to any field in which the underlying AI is able to both identify the human element of the physical interaction and also to understand how the human perspective is expressed in physical reality.

    Page 2 of 11
    1 2 3 4 5 6 7 11