04/12/2026
I’ve gone through a lot of AI education.
This time felt different.
No video.
No speaker.
No classic teacher.
No passive LMS.
Just text, your terminal, your communication with AI, and real tasks you solve yourself.
That was one of the most surprising learning experiences I’ve had in AI.
The biggest realization:
This is not really a course about AI.
It is a course about replacing parts of human ex*****on with AI systems.
In 2023–2024, I increased my team’s power around 3x using only basic LLM workflows and simple automation.
So the obvious question is:
what happens when companies move from basic prompting to AI agents, memory, workflows, and delegated ex*****on?
That is where this gets serious.
What impressed me most is the learning model itself:
not standard videos,
not “watch and forget,”
but learning by doing, solving, testing, failing, and moving forward in real time.
It feels closer to a game, a simulator, or a personalized AI trainer than a normal course.
And that may be the bigger signal.
If people can learn this way faster,
with direct interaction instead of passive content,
then specialists inside companies may become productive much faster
and far more dangerous with AI.
That is why I think this type of education matters.
It is not just “learning AI.”
It is learning a new operating model for business.
