
Beyond the Ledger: How AI Is Rewiring Trust in Crypto Accounting. By Jakub Sawczuk.
Introduction. “Accounting might not be where most expect AI to shine. But in the chaos of crypto, it’s precisely where trust is being reengineered.” At AEM Algorithm, we’re not just building tools; we’re reshaping how trust, autonomy, and compliance operate in the age of digital assets. Our work lies at the intersection of regulation, decentralization, and automation. And if the buzzword of the 2010s was transparency, the AI-driven 2020s are all about intelligent responsibility. The Problem w...

We Are Running to Nowhere, Time to Notice and Change.
by Jacek Korneluk

AI Blockchain and the Future of Healthcare. Article by Colm McCourt M.D.
The Future of Healthcare. I remember my first visit to the hospital; I must have been six or seven. Sitting upright on a bed in the emergency department looking at the Doctor holding a plain film of my neck and thorax up against a background light. Somewhere around my larynx was a dense, opaque and well circumscribed object consistent with a foreign body, aka the coin I had managed to swallow a few hours earlier. My mother looked horrified at the x-ray as the doctor explained how lucky I was ...
Educational services related to AI and Blockchain-based digital technologies. Startups Hatchery.

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Beyond the Ledger: How AI Is Rewiring Trust in Crypto Accounting. By Jakub Sawczuk.
Introduction. “Accounting might not be where most expect AI to shine. But in the chaos of crypto, it’s precisely where trust is being reengineered.” At AEM Algorithm, we’re not just building tools; we’re reshaping how trust, autonomy, and compliance operate in the age of digital assets. Our work lies at the intersection of regulation, decentralization, and automation. And if the buzzword of the 2010s was transparency, the AI-driven 2020s are all about intelligent responsibility. The Problem w...

We Are Running to Nowhere, Time to Notice and Change.
by Jacek Korneluk

AI Blockchain and the Future of Healthcare. Article by Colm McCourt M.D.
The Future of Healthcare. I remember my first visit to the hospital; I must have been six or seven. Sitting upright on a bed in the emergency department looking at the Doctor holding a plain film of my neck and thorax up against a background light. Somewhere around my larynx was a dense, opaque and well circumscribed object consistent with a foreign body, aka the coin I had managed to swallow a few hours earlier. My mother looked horrified at the x-ray as the doctor explained how lucky I was ...
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<100 subscribers


As we approach the end of 2024, some reflections are forming in my very human brain – what I have been up to, where we are headed, and what is really happening in the world around us.
Even though I am naturally open-minded and tend to lean toward the futuristic, it can still be tough to grasp the full picture. What is the right balance? What are the boundaries we should push, and which ones should we defend? These are the kinds of questions I find myself pondering.
That said, I have been thinking deeper into practical ways to use multiple blockchains on a daily basis. Every single day, I also find myself using and seeking help from at least 2 to 5 different LLM foundation models. I am not sure if this is the start of an AI addiction or just the luxury of having super-smart tools at my fingertips. Either way, it is fascinating.
When it comes to education, I am all about continuous learning. At the same time, I try to share what I have learned by writing articles and inviting guest writers to contribute to my blog. I consider myself incredibly lucky that so many talented writers have accepted my invitations and supported my initiative.
Since 2022, 71 articles have been published on spektrumlab.io – 36 written by me and 35 by my amazing guests. Looking back, I consider these two years a real success, and I hope my readers share that optimism with me.
Of course, I am fully aware that there’s still room for improvement. Spektrumlab Pty Ltd must stay flexible – iterating, pivoting, and adapting to the ever-evolving needs and challenges that come with implementing and adopting emerging technologies.
I promise to keep giving my best on my end, and I hope you will do the same on your end. By learning and acting together, we are growing stronger.
As the Polish saying goes: Those who are absent are not in the right! So, let’s show up, learn together, and make 2025 a year of growth.
But before we dive into all that, let’s take a moment to enjoy Christmas. Spend some beautiful time with family and friends, and welcome an interesting, healthy, and prosperous New Year in 2025.
Jacek, The Author
Originally published at:
As we approach the end of 2024, some reflections are forming in my very human brain – what I have been up to, where we are headed, and what is really happening in the world around us.
Even though I am naturally open-minded and tend to lean toward the futuristic, it can still be tough to grasp the full picture. What is the right balance? What are the boundaries we should push, and which ones should we defend? These are the kinds of questions I find myself pondering.
That said, I have been thinking deeper into practical ways to use multiple blockchains on a daily basis. Every single day, I also find myself using and seeking help from at least 2 to 5 different LLM foundation models. I am not sure if this is the start of an AI addiction or just the luxury of having super-smart tools at my fingertips. Either way, it is fascinating.
When it comes to education, I am all about continuous learning. At the same time, I try to share what I have learned by writing articles and inviting guest writers to contribute to my blog. I consider myself incredibly lucky that so many talented writers have accepted my invitations and supported my initiative.
Since 2022, 71 articles have been published on spektrumlab.io – 36 written by me and 35 by my amazing guests. Looking back, I consider these two years a real success, and I hope my readers share that optimism with me.
Of course, I am fully aware that there’s still room for improvement. Spektrumlab Pty Ltd must stay flexible – iterating, pivoting, and adapting to the ever-evolving needs and challenges that come with implementing and adopting emerging technologies.
I promise to keep giving my best on my end, and I hope you will do the same on your end. By learning and acting together, we are growing stronger.
As the Polish saying goes: Those who are absent are not in the right! So, let’s show up, learn together, and make 2025 a year of growth.
But before we dive into all that, let’s take a moment to enjoy Christmas. Spend some beautiful time with family and friends, and welcome an interesting, healthy, and prosperous New Year in 2025.
Jacek, The Author
Originally published at:
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