AI Automation Specialist | I help Edtech schools automate onboarding, tutoring & course delivery ๐ค | Road to $500K helping Edtech scale with AI ๐
Most AI tools make things up when they don't know the answer.
There is a name for that.
Hallucination. And in a business context, it is dangerous.
Here is how to fix it. ๐งต
I taught my students to build this with website content.
We started with one URL.
Not because that is the limit; but one URL lets the concept land before the complexity arrives.
Once they understand how one flows through the pipeline, adding ten more is just more of the same.
Stop picking sides. Build range with time. The specialist who can move across all three is the one no client can afford not to hire. That is what I am building toward. Deliberately. #AIAutomation#n8n#Zapier#MakeCom
Everyone is arguing about which automation tool is best. n8n people. Zapier defenders. https://t.co/TEFP5ITAuF converts.
I have been building seriously in all three. This season alone. Here is what none of them will admit. ๐งต
Three platforms. One principle that held across all of them: The tool is just a tool. When you understand how to map a process and know what you want to achieve, the platform is almost irrelevant.
A LinkedIn DM landed in my inbox on July 9.
"Impressive profile. Available for an AI Automation Instructor role?"
Today, I am an AI Automation Instructor at Cybervast.
They got things wrong, but I did not jump in.
When they were done, I helped them see it differently.
We're building momentum for Week 2, and I'm excited about it! ๐ฅณ
Thursday's class with Cybervast Cohort 3 hit different.
We mapped the anatomy of every automation ever built.
And then I went quiet and let them figure it out themselves.
I could hear everything.
The debate. The wrong answers, said with full confidence. The moment someone pushed back. The silence before a breakthrough.
This is what learning actually sounds like.
Tuesday was my first class with Cybervast Cohort 3.
Today is Thursday, and I'll be back in that classroom again.
But before I tell you about today, let me tell you what Tuesday looked like.
๐งต
The thing they kept coming back to: the patience.
I teach the way I wish I had been taught. I will explain something ten times in ten different ways until it clicks.
That is not extra. That is the job.