Universal Truths are Fractals.

‘You don’t necessarily need a PhD or formal credential to break into AI anymore. A strong GitHub portfolio can attract serious attention, especially if your project solves a real problem that people at top AI labs care about. Open-source code, useful software, and practical projects often get noticed faster than academic papers, because it’s easier to build something valuable than to produce a polished research contribution. Papers on arXiv can help too, but the key is to learn actively: read, study, practice, and build projects alongside your learning, ideally applying machine learning to areas you already care about.’ Thoughts from Ian Goodfellow

Before the internet, knowledge was terrifyingly fragile. One fire could wipe out the Library of Alexandria. One invading army burned the House of Wisdom in Baghdad. One raid destroyed Nalanda’s vast Buddhist library in India. Centuries of wisdom …gone. The internet finally broke that cycle. For the first time, knowledge isn’t trapped in one place that can burn.

Synchronicity 2026/07/07 I finished a book that ended by paraphrasing the brilliant Carl Sagan, only to start a completely unrelated one that opens with a quote from him.

“We are in a perpetual state of technological prelapsarianism, forever unable to recognize that the technologies around us—and the society they describe and create—are in a constant state of future obsolescence.” Quote taken from ‘The Magic Of Code’ by S . Arbesman

‘The cosmos is within us. We are made of star-stuff. We are a way for the cosmos to know itself.’ - Prof Carl Sagan ❤️

If one could travel back in time and witness our ancestors discovering the technology of fire, we would almost certainly see skeptics…those who doubted its value, feared its consequences, or refused to use it. Society would likely split between those who adopted it and those who rejected it. And if we could fast-forward through history while watching the progress of both groups, the difference would be undeniable. One group would have warmth, protection, cooked food, stronger communities, and new possibilities. The other would remain exposed to the darkness. Every transformative technology creates this divide.

Politics and Processed sugar are Devil concoctions.

🥀

Anon, we can never fully understand God’s ways. We can never comprehend His grand design for the evolution and progress of the spaces consciousness occupies. All one can do is believe that everything happens for a reason. That one must move through life with an open mind and a warm heart. All one can do is believe that life happens for you, not to you. Godspeed — in all its miraculous ways.

‘Exponential technological growth begins slowly, then becomes explosive after the “knee” of the curve. Ray Kurzweil argues that even major historical disruptions, wars and economic crises have not stopped the overall pace of technological progress. That is the accelerationist view: disruption happens, but the curve keeps moving forward. However, predicting technological progress is not the same as creating good policy. The real issue is not whether AI will transform the world, because it already is but how society manages the transition. The key questions are: who benefits, who loses, whether institutions can handle the shock, and what role government and the private sector should play. The main risks include labor displacement, concentrated power, geopolitical competition and gaps in physical infrastructure.’ Thoughts from Navin Girishankar

Life is about progress and progress is hard. We must choose our hard whether it’s sacrifice for family, self-development or a higher cause. A meaningful Life is hard 💯

Weak men must not forget the hard times.

We don’t fully grasp the physics or math of starlight, but one thing’s clear: a star’s beauty doesn’t vanish when our sun rises. The stars are objectively always there…we just can’t see them.

Taken from 𝕏 account ‘cinesthetic’

I don’t know who sees my work. I rarely get notifications of validation or acknowledgement. But there is peace in knowing that pieces of me are out there in the ether…waiting for whatever mind is open enough or whatever heart is warm enough to receive it.

A random, ridiculous thought while gazing into the starry abyss: Maybe nothing in the universe is truly random. What looks like chaos at one level may become structure at the next. Fractals hint at this, patterns repeating across scales, order emerging from complexity. Everything connects, somehow forming the foundation for something greater.

Journal entry 2026/07/03