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  • Wealth Liberation: Why Global Stocks are a Mask

    Wealth liberation comes through being aware. Having thought this through inside and out, I believe, people shouldn’t be investing in global stock no more. We have reached a point where “Global stocks” are basically just the USA market, and the USA is basically just the top 10 companies!

    Fueling the Monopoly

    By blindly following the old investment rules, we are making our enemies more powerful and more monopolistic. The rich are getting massively richer right before our eyes. Look at the numbers: Elon Musk grew over 500 Billion in the last 5 years. These are unprecedented numbers. And why? All because we are fueling his dream of a company? His Tesla company barely makes any money and faced a rough year in 2025 because of his political choices. And his SpaceX company is just This is just one example, and the list goes on of wealth getting in the wrong hands and in massive amounts too.

    The Mask of Self-Fulfillment

    We are living behind a brutal mask of economy where only the top gets to reach self-fulfillment. When we pump our money into these global stocks, we are sustaining a system that doesn’t serve us.

    It is time for a change. People must invest in themselves to liberate themselves. We need to redefine what “success” looks like:

    • Stop fueling the dreams of billionaires.
    • Start fueling your own path.
    • Reclaim your agency.

    What is a “Good Economy?”

    A good economy is not one where the top 10 companies own the world. A good economy is an economy that allows all of its participants to reach self-fulfillment in many ways, not only through money! True wealth liberation isn’t about watching a ticker symbol go up while the world gets more concentrated at the top. It’s about being aware, stepping away from the global stock trap, and investing in the only thing that actually brings liberation: yourself.

  • AI-Generated Everything: The Internet’s New Normal

    AI content generation is a process of inputs, transformation and outputs. Better inputs such as higher quality data and better processing “hidden function” will result into better outputs, but no process is 100% efficient, let alone 101%. Each iteration has a transformation cost; output divergence from input, causing AI hallucinations in many cases. How is this contributing to the internet demise.

    74% of recent webpages were AI generated

    A study conducted in 2025 by Ryan Law, Xibeijia Guan and Tim Soulo have concluded that 74% of recently published webpages had AI either completely generate the content or at least contributed in the making of said webpage. While, no detector is 100% true but it’s very much within reasonable usage, just like the study said, it’s very low cost usually free and embedded into content creation tools.

    AI Crawling: Opt-Out by Default

    AI model makers decided to make crawling opt-out instead of opt-in which makes the current progression fast; lots of human generated data input is good, but what’s coming next is statistically not human generated so AI is taking it’s own output as input for next generation making it….. Actually better! this technique already in use by AI model makers; using synthetic data to enhance performance and “accuracy”, usually introducing some kind of bias in the equation too, sooo… not better!

    AI is already trained on synthetic, data crawling synthetic data, generating more synthetic data!

    Actual results?

    A study has been made about the use of synthetic data in making AI models in 2023 by Ranjeeta Bhattacharya “What Happens When We Train AI on AI-Generated Data?” concluding that the use of synthetic data is good to an extent; then it becomes progressively worse, unless fresh data human data introduced in the loop.

    Plateau or Progress?

    The gist is upcoming models will be either slightly better, same or eventually worse depending on where are we on the curve, due to the ever increasing usage of AI in content generation.

    I believe we already reached a plateau on AI textual generation, and evidently new models don’t bring smarter capabilities but more integrations. All we seen in 2024 and 2025 were new integrations of AI, but the model themselves didn’t get much smarter or begin to step into new intelligence territory. I believe we reached the top of this technique’s exponential growth. Either a new fundamentally different technology (i.e. GPT) needs to be made to take this into higher levels, or its will be like this for most of its existence.

    Bell shaped distribution
    I believe we reached the top, anymore progress is degradation.

  • Why Should I Document My Opinions?

    This blog will be about my personal thoughts and opinions on matters I’m interested in, I like to document and share my opinions with the world; it allows me to explore other’s arguments maybe to change my opinion or better harden mine.

    “It is hard enough to remember my opinions, without also remembering my reasons for them!”
    ― Friedrich Nietzsche

    Opinions and views change that’s normal, what’s not is having same position for far too long without re-visiting the view you had to reflect on. That’s one of the goals of this blog is to have my views saved for later reflections. The other goal is share knowledge and spread the word, I believe sharing knowledge is the pinnacle of a thriving community and that’s what I’m about and all for.