• More of my philosophy about Aleksandr Dugin and about AI and knowledge

    From Amine Moulay Ramdane@21:1/5 to All on Thu Feb 8 18:08:23 2024
    Hello,


    More of my philosophy about Aleksandr Dugin and about AI and knowledge
    graphs and about Liberty and about patent and copyright protection and
    about my new poem of Love in french and about diabetes about the essence
    of my new model of what is human consciousness and about more of my
    thoughts..

    I am a white arab from Morocco, and i think i am smart since i have also invented many scalable algorithms and algorithms..


    So i think i am a new philosopher , and you can read my new ideas of my philosophies below , but i have just looked at the following video
    of the Russian philosopher Aleksandr Dugin that i think is still alive
    and that i think has also inspired president Putin , so here is the
    video of him and you can look at his other videos on youtube:

    Alexandre Douguine : « Le libéralisme occidental est peut-être encore
    pire que l'URSS »

    https://www.youtube.com/watch?v=VxRxx9b6-nY


    So i think i am too a new philosopher and i am not in accordance with
    the Russian philosopher Aleksandr Dugin , so i think that he is by
    logical analogy talking about Liberty like Antony Blinken that i am
    talking about just below , since when Antony Blinken speaks about
    Liberty , i think he is fearing that the state be oppressive on the
    people as i am explaining it below , so the Russian philosopher
    Aleksandr Dugin above is too fearing Liberty of Liberalism , but i think
    you have to be smart , since he is not too much fearing economic
    Liberalism , but he is fearing the morality of Liberalism , i mean he is
    saying that Liberalism gives too much Liberty to the individuals , so
    then i think that he is fearing this too much Liberty of Liberalism ,
    but i think that the Russian philosopher Aleksandr Dugin is making a
    mistake , since western countries are not homogeneous , since i think
    that the kind of Liberty of Liberalism is not the same across western
    countries , since we can say that the freedom of Liberalism is more
    moralized in this or that western Liberal country , so for example i
    think that Liberty in Liberalism of Canada is more moralized , so it is
    why i am not in accordance with the Russian Philosopher Aleksandr Dugin
    , since he is speaking about Liberalism of western countries like it is homogenous Liberalism in western countries , so i think it is an
    important mistake that is making the Russian Philosopher Aleksandr Dugin
    , so it is why i say that we have not to be as pessimistic as the
    Russian philosopher Aleksandr Dugin , and i think you have not to be pessimistic since you have to read my new ideas of my philosophies in my
    below previous thoughts so that to understand my views.


    I invite you to read carefully the following new article from InfoWorld
    that shows how help for generative AI is on the way by using for example knowledge graph and such:

    https://www.infoworld.com/article/3712266/help-for-generative-ai-is-on-the-way.html


    But i think that the above article is not speaking about the limitations
    of this way of doing , so here is my thoughts below in the form of my discussion with ChatGPT so that you understand the limitations of it:


    Here is my first question to ChatGPT:

    But you are saying the following: Knowledge graphs provide a structured representation of information, enabling AI systems to cross-reference
    and verify facts more accurately , but i mean that AI systems such as
    LLMs are still limited by there limitation to verify facts with there
    smartness , since there smartness is limited by the training data , so
    it is like circular.


    And here is what has answered me ChatGPT:

    "You're correct in highlighting the circularity inherent in relying
    solely on LLMs, especially when it comes to fact-checking and
    verification. While knowledge graphs can provide structured information
    for verification, if an LLM's understanding is inherently limited by its training data, it may not effectively utilize the structured information provided by the knowledge graph to verify facts accurately.

    This limitation underscores the importance of a holistic approach to
    building AI systems. While LLMs have demonstrated impressive
    capabilities in natural language understanding and generation, they
    should be complemented with other techniques, such as knowledge graphs,
    expert systems, or external databases, to verify facts and provide
    reliable information to users.

    Furthermore, efforts to mitigate biases and limitations in LLMs'
    training data, as well as ongoing research in natural language
    processing and AI, are essential to improving the accuracy and
    reliability of AI systems in fact-checking and verification tasks.

    In summary, while knowledge graphs can enhance the structured
    representation of information for fact-checking, addressing the
    limitations of LLMs' training data and inherent biases is crucial for effectively utilizing this information and improving the reliability of
    AI systems."

    And here is my second question to ChatGPT:

    So i think you are understanding now what i want to mean , and it is
    that fact checking and verification on knowledge graphs so that to
    increase accuracy , is limited by the smartness of the LLMs that is
    limited by the training data that is limited by the lack of context and
    the lack quality etc.


    And here is what has just answered me ChatGPT:

    "Yes, I understand your point now. You're highlighting a critical aspect
    of the limitations of fact-checking and verification tasks, especially
    when utilizing knowledge graphs with large language models (LLMs) like GPT.

    Indeed, the accuracy of fact-checking and verification performed by LLMs
    is inherently limited by several factors:

    1- Training Data: LLMs are trained on vast amounts of text data, but
    this data may contain biases, inaccuracies, or lack contextual nuances.
    As a result, the model's understanding of language and ability to verify
    facts may be limited by the quality and breadth of the training data.

    2- Contextual Understanding: LLMs may struggle with understanding
    context and nuance in language, which is crucial for accurate
    fact-checking and verification. Without a deep understanding of the
    context surrounding a statement or claim, LLMs may misinterpret
    information or provide inaccurate assessments.

    3- Quality of Information: Knowledge graphs provide structured
    information, but the quality and reliability of the data within the
    knowledge graph can vary. If the knowledge graph contains inaccuracies
    or outdated information, LLMs may propagate these inaccuracies during fact-checking and verification tasks.

    4- Scope of Knowledge: LLMs have limitations in their knowledge base, as
    they can only generate responses based on the information present in
    their training data. If a fact or claim falls outside the scope of the
    model's training data, it may struggle to provide accurate verification.

    Given these limitations, it's important to approach fact-checking and verification tasks with caution and to consider the broader context and
    sources of information. While knowledge graphs can provide structured
    data for verification, addressing the limitations of LLMs' training data
    and ensuring the quality and relevance of information are essential
    steps in improving the accuracy of fact-checking and verification
    processes. Additionally, integrating multiple sources of information and employing human judgment and expertise can further enhance the
    reliability of fact-checking efforts."


    So i invite you to look carefully at the following short video about
    Liberty of Antony Blinken that confronts Russian philosopher Alexander
    Dugin at the Nexus Conference:

    https://www.youtube.com/watch?v=Yj24FTHuGXA


    So i think i am a new philosopher , and you can read my new ideas of my philosophies below , so now i will speak about the above video that
    talks about Liberty , so i think that the above video is not so smart ,
    since you have to understand Liberty , so Liberty is not defined as only
    how also defines it Antony Blinken in the above video , since you can
    for example not only hurt the other(s) , but you can also hurt yourself
    , so this can constrain Liberty , but of course you have to be smart and understand why Antony Blinken is talking as he is talking about Liberty
    in the above video , since i think that for example USA or western
    europe fears that if the state starts to limit your liberty since you
    can hurt yourself and since you can hurt the other(s) , so it can become "oppressive" , so Antony Blinken "fears" that the state can become
    oppressive , so it doesn't mean that Antony Blinken has the 100% truth
    about it , so then the view of Antony Blinken becomes understandable ,
    also i think that the other thing about Liberty is that we have to know
    how to "decentralize" the decisions of the individuals of the society efficiently so that to be efficient , so if the state starts to too much control the people , so it can become expensive too for the state , so
    it is why i say that it is a hot topic in philosophy and that you have
    to understand that the state has to be smart and wise , but of course i
    think that you are now understanding my views as a new philosopher about it.

    So we have to be aware of something really important in business ,
    and it is that a patent is not as problematic as copyright protection ,
    and you can read about it in the following so that to understand it:

    So , first , you have to know that a patent protection can take much
    more time than a copyright protection , so for example in Canada it can
    take 2 to 3 years , and i think it is the same in USA and other
    countries , other than that you have to know that copyright protection
    for creative works, including software code, is automatic and typically
    extends to other countries through international agreements such as the
    Berne Convention for the Protection of Literary and Artistic Works ,
    read more about it here: https://www.wipo.int/treaties/en/ip/berne/summary_berne.html . Unlike
    patents, which require separate filings in each country where protection
    is sought, copyright protection is generally recognized internationally
    without the need for formal registration or filings in each country. And
    you have to know that it is not sufficient and it is not professional
    for programming code to put only a written copyright in the readme file
    or such , since it is not a proof , so the professional and good way is
    to make a copyright protection like the following in the following known company in the following web link , so i invite you to read about it
    carefully in the following web link:

    https://www.protectmywork.com/index-usa.php?gclid=CjwKCAjwv8qkBhAnEiwAkY-ahlHa6ph2CKEI81KB4uqyYVi5A5_L5UFTsf5jXmygCm3e2RLtJ4j8ShoC92AQAvD_BwE


    And here is my new poem of Love in french:

    Voici mon nouveau poème d'amour en français:

    --

    Avec le bel amour

    Tu sens bien que tu savoures

    Avec le bel amour

    Tu sens bien le joli glamour

    Avec le bel amour

    C'est comme de la bravoure

    Car l'amour ce n'est pas comme une basse-cour

    Mais l'amour est comme le joli parcours

    Et c'est avec le bel amour

    Que je commence par te dire un joli bonjour !

    --


    And here is my new poem of Love that i have just invented:

    --

    Three Loves

    And Two Loves

    And One Love

    Will all fly like a beautiful Dove

    Three Loves

    And Two Loves

    And One Love

    Will all be blessed by our God above

    --



    "Recently, researchers at the University of Bristol conducted a study to ultimately develop a drug that prevents microvascular diabetic
    complications, including diabetic eye and kidney disease. This drug is a
    type of inhibitor designed to prevent complications arising from the
    damage caused to the protective lining of blood vessels, known as the glycocalyx, in individuals with diabetes."

    Read more here on Interesting Engineering:

    https://interestingengineering.com/health/new-inhibitor-enzyme-heparanase-diabetes


    And scientists at Stanford University bring down the frequency of
    diabetes medicine from daily to just once every four months , so i
    invite you to read
    the following new article so that to notice this new invention:

    This new hydrogel could cut daily diabetes shots to just three a year

    https://interestingengineering.com/health/hydrogel-daily-diabetes-three-yearly


    "Interestingly, Andromeda is approaching our own Milky Way galaxy at a
    rate of 186.411 miles per second (300 km/s) and a galactic collision
    between the two is now anticipated to occur in about 4.5 billion years.
    Based on current calculations there is a 50% chance that in such a
    merged galaxy, our solar system will be swept out three times farther
    from the galactic core than its current distance. There is also a 12%
    chance that the solar system will be ejected from the newly merged
    galaxy sometime during the collision.

    This is all a moot point so far as life on Earth is concerned. In about
    0.5 to 1.5 billion years the sun's luminosity will have risen by 35% to
    40%, likely initiating a runaway greenhouse effect on our planet. As a consequence, the surface of the Earth will have already become far too
    hot for liquid water to exist, ending all terrestrial life by the time
    the two galaxies collide."

    Read more here:

    https://www.space.com/andromeda-galaxy-november-2023


    A team of researchers from Tufts University Center for Cellular
    Agriculture has developed a new technique that could dramatically reduce
    the cost of lab-grown meat production , advances like this will bring us
    much closer to seeing affordable cultivated meat in our local
    supermarkets within the next few years , and you can read the following
    new interesting article from Interesting Engineering about it:

    https://interestingengineering.com/science/cheaper-lab-grown-meat-production


    And as you will read in my following thoughts that the key to
    biodiversity conservation is reducing meat consumption , so i think that
    the above
    advance of lab-grown meat production can solve the problem of
    biodiversity conservation efficiently. So i invite you to carefully read
    my following thoughts about biodiversity conservation so that to understand:

    I have not talked about Biodiversity conservation , so i think that we
    have not to be pessimistic about the Biodiversity , since as you will
    read in the following article that the key to biodiversity conservation
    is reducing meat consumption , so from what i have just read in internet
    , that we will be able to reduce much more meat consumption so that to
    solve the problem, so i invite you to read the following paper and the following article so that you understand:

    Here the interesting paper:

    "We find a substantial reduction in the global environmental impacts by
    2050 if globally 50% of the main animal products (pork, chicken, beef
    and milk) are substituted—net reduction of forest and natural land is
    almost fully halted and agriculture and land use GHG emissions decline
    by 31% in 2050 compared to 2020..."

    Read more here:

    https://www.nature.com/articles/s41467-023-40899-2


    And here is the article:

    Biodiversity conservation: The key is reducing meat consumption

    https://pubmed.ncbi.nlm.nih.gov/26231772/#:~:text=We%20suggest%20that%20impacts%20can,e.g.%20cattle%2C%20goats%2C%20sheep)


    I invite you to read the following new study in the following article that shows that the "deep" work is an important factor in the efficiency at
    work, but it has to be an "engaging" work so that to be efficient , and
    notice that the analysis of the new study demonstrates that deep and
    engaging work "significantly" contributes to organizational outcomes
    such as innovation, retention, profitability and broader organizational
    goals. So i invite you to read the following new article about it so
    that to understand ( and you can translate it from french to english ):

    https://programmation.developpez.com/actu/353310/L-amelioration-de-l-experience-du-developpeur-dans-le-domaine-du-developpement-logiciel-peut-avoir-un-impact-positif-sur-la-productivite-la-charge-cognitive-et-les-resultats-organisationnels/


    So it is why i say that an engaged employee is one who is dedicated to
    the company's mission and enthusiastic about taking steps to fulfill
    that mission. An engaged workforce is more productive, offers better
    customer service and increases your profits. Also read the following
    about how to make the engaged employee:


    1. Minimal administrative tasks

    Employees are more engaged and productive when they can spend the
    majority of their time focusing on things that pertain to their role,
    speak to their strengths and ultimately, interest them. Keep employees
    engaged by showing them that you appreciate the time they're giving you
    and by allowing them to use that time to do what they do best.

    2. The necessary resources

    As a business owner, it is your job to make sure the company's money is
    spent wisely, but it's also your job to make sure your employees have
    the tools that they need to do their work and do it well. When employees
    feel that they are equipped with the resources they need for their
    roles, they're not only going to be happier and appreciative, but also
    more efficient.

    3. Positive relationships with colleagues

    Your employees will be happier and more committed to doing their work
    when they get along with one another and can balance their stress and
    wellness. Now, they don't have to attend each other's birthday parties
    or bring each other coffee, but they should have a positive,
    professional relationship. It's up to management to foster that type of
    culture by winning the hearts and minds of the people you work with.

    And you can read more in the following web page:

    https://www.corporatewellnessmagazine.com/article/factors-create-engaged-employees


    And here my other thoughts that are related to the above:


    So i have just talked about the following mechanisms , and i invite you
    to read them again carefully:


    So i think i am also a new philosopher , and you can read my new ideas
    of my philosophies below , so now i will talk about an important subject
    in philosophy , and it is that you have to know how to be philosophy
    with humans , i mean you can say to humans to be for example
    responsability by studying and by working in a job , but it is not the efficient way of doing , since for example responsability by studying
    and by working in a job has a delayed reward , so you have to be
    efficient and smart and know that with this delayed reward it is not as efficient , so you have for example to say to a human that he can
    specialize in what he does better , and when he specializes in what he
    does better , he can find the job more easy or easy to do , so it is a
    pleasure that balances with the delayed reward so that it be efficient ,
    but there is not only specialization in what we do better , but there is
    also the "passion" for a work or a job , so when you are passion for a
    work or job , you find pleasure in doing it , so this pleasure also
    balances with the delayed reward so that it be efficient , so it is why
    i say that the better way is to say to a human that he can specialize in
    what he does better and in what he find passion so that it balances with
    the delayed reward and so that to increase much more productivity and
    quality. And of course you have to know how to align with the mission of
    the country and the world.


    And here is the other mechanism that you can understand by reading my
    following new questions to ChatGPT:


    Here is my question to ChatGPT:

    So there is a mechanism in that in business you can not ask for too much performance from the workers , since you have to balance so that to not
    make it too much unacceptable for the workers.


    And ChatGPT has just answered me the following:

    "Balancing performance expectations in business is crucial for
    maintaining a healthy and productive work environment. Setting
    unrealistic or excessively high performance standards can lead to
    burnout, stress, and dissatisfaction among employees. On the other hand,
    too low expectations may result in complacency and a lack of motivation.

    Here are some key considerations for finding the right balance:

    1- Realistic Expectations: Ensure that performance expectations are
    realistic and achievable. Consider factors such as workload, resources,
    and the complexity of tasks. Unrealistic goals can lead to frustration
    and demotivation.

    2- Communication: Clearly communicate performance expectations to
    employees. Make sure they understand their roles, responsibilities, and
    the standards by which their performance will be evaluated. Transparency
    helps build trust and reduces uncertainty.

    3- Feedback and Recognition: Provide regular feedback on performance, highlighting both strengths and areas for improvement. Positive
    reinforcement and recognition for a job well done can boost morale and motivation.

    4- Individual Differences: Recognize that individuals have different
    strengths, skills, and working styles. Tailor performance expectations
    to align with each employee's capabilities while encouraging personal
    growth.

    5- Work-Life Balance: Acknowledge the importance of work-life balance. Demanding excessive hours or setting unrealistic deadlines can
    negatively impact employee well-being. Encourage a healthy balance
    between work and personal life.

    6- Professional Development: Support employees in their professional development. Provide training and resources to help them acquire new
    skills and knowledge. This not only benefits the individual but also contributes to the overall performance of the team.

    7- Flexibility: Be flexible in your approach to performance management. Consider individual circumstances and be open to adjustments when
    necessary. Flexibility can contribute to a positive and adaptive work
    culture.

    8- Collaboration and Teamwork: Emphasize the importance of collaboration
    and teamwork. Foster a culture where employees support each other and
    work together towards common goals. Team synergy often leads to better
    overall performance.

    9- Continuous Improvement: Encourage a culture of continuous
    improvement. Set goals that challenge employees to grow and develop, but
    ensure that these goals are attainable with effort and dedication.

    Remember, finding the right balance requires ongoing assessment and
    adjustment. Regularly check in with employees, gather feedback, and be
    open to making changes that contribute to a positive and sustainable
    work environment."


    My second question to ChatGPT is:

    And if it makes it burnout, stress, and dissatisfaction among employees
    , it can make it unstable , so the workers will start to quit there jobs.


    And ChatGPT has just answered me the following:

    "Absolutely, you've highlighted a critical point. When the demands on
    employees become too high, leading to burnout, stress, and
    dissatisfaction, it not only harms individual well-being but can also
    have severe consequences for the organization. Here are some of the
    potential negative outcomes:

    1- High Turnover: Employees experiencing burnout and dissatisfaction are
    more likely to leave their jobs in search of better opportunities. High turnover can be costly for a company, both in terms of recruitment and
    training expenses and the loss of institutional knowledge.

    2- Decreased Productivity: Burned-out and stressed employees are likely
    to experience a decline in productivity. The quality of work may suffer,
    and tasks that would typically be completed efficiently may take longer.

    4- Negative Work Culture: A work environment marked by high stress and dissatisfaction can contribute to a negative company culture. This
    negativity can spread among employees, affecting teamwork,
    collaboration, and overall morale.

    5- Impact on Health and Well-being: Chronic stress and burnout can have
    serious health consequences for individuals, leading to physical and
    mental health issues. This can result in increased absenteeism and
    reduced effectiveness when employees are present.

    6- Difficulty Attracting Talent: Companies with a reputation for high
    stress and dissatisfaction may find it challenging to attract top
    talent. Potential employees may be discouraged from applying, or the organization may struggle to retain new hires.

    To avoid these negative outcomes, it's essential for organizations to prioritize employee well-being, maintain a healthy work-life balance,
    and foster a positive and supportive work environment. This includes periodically reassessing workload and expectations, providing adequate resources and support, and promoting a culture that values the health
    and happiness of its employees.

    Leaders should also be attuned to the signs of burnout and stress,
    actively seek feedback from employees, and be willing to make
    adjustments to policies and practices that contribute to an unhealthy
    work environment. Investing in employee well-being is not just a matter
    of ethical consideration; it is a strategic imperative for sustaining a high-performing and stable organization over the long term."


    And i invite you to read my below previous thoughts:


    So now i will talk more about me so that you understand me , so you have
    to know that i am a good and honest person and i am a gentleman type of
    person , so you have to know that i have met an Angel from God and my
    story with the Angel from God is all the truth , so you can read it in
    my below thoughts about my new monotheistic religion , so you have to understand that i am a good person that also want to help others , it is
    why i have just invented a new model of what is human consciousness that permits you to understand the limitations of artificial intelligence so
    that you be apt at knowing the weaknesses of artificial intelligence so
    that you be able to compete against artificial intelligence, other than
    that i have also just invented my new ideas of my philosophies that you
    can read in the below web links , and i have invented many proverbs that
    you can read in the below web links , and i have also invented many
    other things , so i am this kind of inventor since i also want to help
    the others understand and help them to be apt and help them compete
    against artificial intelligence , and of course you can read all my
    below other views on economy and politics and philosophy etc. , so hope
    you are understanding my kind of personality and hope you are
    understanding my way of doing.


    So i have just corrected a little typo in my below previous thoughts ,
    but you have to understand why i have invented quickly my new model of
    what is human consciousness , so it is that i wanted to predict if
    artificial intelligence will attain artificial general intelligence and
    i wanted to show the limitations of artificial intelligence , so i think
    my new model of what is human consciousness is smart , since it is
    showing how the meaning is constructed with a reification with human
    senses , so it permits you to understand correctly what is human
    smartness and what is human fluid intelligence , and it permits you to understand how human fluid intelligence discovers patterns with much
    less data than artificial intelligence , so i invite you to also
    carefully read my below previous thoughts so that to understand my views
    on what is human consciousness and what is human smartness and what is
    human fluid intelligence and what is the limitations of artificial intelligence:


    I think i am highly smart since I have passed two certified IQ tests and
    i have scored "above" 115 IQ , and i mean that it is "above" 115 IQ , so
    you have to understand more my below previous thoughts about my new
    model of what is human consciousness , so you have to understand that
    my new model of what is human consciousness says that there is a
    "primitive" human consciousness that is a "primitive" self-consciousness
    and that is like a controller that controls the human hands etc. , but i
    am not talking about it since it is a primitive thing , so it is why my
    new model of what is human consciousness is showing that the very
    important thing is the consciousness that comes from the meaning that
    comes from the reification with the human senses.. , so you have to
    understand it correctly by reading my new model of what is human
    consciousness in the below web link , so i think that by reading it ,
    you will able to understand that artificial intelligence will not attain artificial general intelligence , even if it will become a powerful tool.

    So you have to also understand that the quality of data from Generative Adversarial Networks (GANs) or such in artificial intelligence is
    probabilistic in nature too , so we cannot say that data generated by
    models like Generative Adversarial Networks (GANs) is 100% truth or a
    perfect representation of the real-world data distribution , so then you
    are understanding from my thoughts that synthetic data from Generative Adversarial Networks (GANs) or such is probabilistic in nature and Large Language Models are probabilistic in nature and Reinforcement learning
    is probabilistic in nature , so it is a weakness or limitation of
    artificial intelligence. So i invite you to carefully read my below
    previous thoughts so that to understand my views on what is
    consciousness and what is smartness and about artificial intelligence:


    I think i am highly smart since I have passed two certified IQ tests and
    i have scored "above" 115 IQ , and i mean that it is "above" 115 IQ , so
    from
    my below new model of what is human consciousness in the below web link,
    i think you can logically infer by discovering a pattern with your fluid intelligence that explains what is human smartness or what is human
    fluid intelligence , so here is the pattern that i have just discovered:

    So you have to carefully read my below new model of what is human
    consciousness so that you understand that it is also like a
    "reification" with the meaning that comes from the human senses , so i
    am explaining more
    in the below web link my new model of what is human consciousness so
    that you understand it correctly , so i am also explaining that this reification with the human senses also permits smartness to require much
    less data than artificial intelligence , so then i think that the
    pattern that i am discovering with my fluid intelligence is that human smartness or human fluid intelligence is like a neural network in the
    human brain that also works with the "meaning" that comes from the
    reification with human senses , so then this kind of neural network in
    the human brain can be more or less powerful and this has as an effect
    to make the human brain able to discover patterns with much less data
    than artificial intelligence , so i think it is the pattern that
    explains what is human smartness or human fluid intelligence , so i
    invite you to carefully read my below new model of what human
    consciousness so that to understand it correctly and i invite you to
    read about the important limitations of artificial intelligence in my
    below previous thoughts:


    I think i am highly smart since I have passed two certified IQ tests and
    i have scored "above" 115 IQ , and i mean that it is "above" 115 IQ , so
    i invite you to read my following discussion with ChatGPT so that you understand how i am explaining to ChatGPT that the probabilistic nature
    is not only inherent to Large Language Models , but it is also inherent
    to Reinforcement learning , so i think it is a limitation of Large
    language models such as ChatGPT from OpenAI or such the new Gemini from
    Google , so i invite you to carefully read my following discussion with
    ChatGPT on this important subject , and of course i invite you to
    carefully read the other limitations of artificial intelligence in my
    below thoughts:


    So here is my first question to ChatGPT:

    "So i say that the other limitation of Large language models such as
    GPT-4 is that they are probabilistic in nature , so then Large language
    models such as GPT-4 are not designed to be highly accurate or
    consistent , and it is one of there limitation , so i think that
    reinforcement learning can not solve efficiently this problem , since we
    can not know for sure when using Reinforcement learning it will be

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