3 min read
NotebookLM as the Arabic student's study partner
One line separates it from every other assistant: it answers only from the files you uploaded. That solves the invented-reference problem at the root.
Insights
Practical notes on AI in the workplace, written from the training room, not from a press release.
4 min read
Graduation projects in AI that impress the panel
The panel saw forty projects this year, and thirty were "an app that calls ChatGPT". What distinguishes you is not the model but the question.
3 min read
One teacher to another: your first week with AI
Five days, one twenty-minute task each. No paid account, no technical background, and nobody's permission required.
5 min read
When the chatbot becomes your child's best friend
Not because it is clever, but because it never mocks, never gets distracted, never interrupts. Those are things a teenager misses badly, and that is exactly where the worry starts.
5 min read
99% of "AI agents" are chatbots in a trench coat
Wiring a model to an interface does not make an agent. A real agent plans, calls tools and corrects itself. Here is the test that exposes the difference in two minutes.
5 min read
Your first automation in one hour, with no code
Not a theory lesson. Pick one task you repeat every week and we will turn it into something that runs itself before your coffee goes cold.
5 min read
When not to automate: the most dangerous words are "the pilot worked"
The pilot always works. The real question arrives three months later: who fixes it when it breaks at three in the morning, and will anyone even notice?
5 min read
Agent memory: an employee with amnesia every morning
An agent without memory is an excellent colleague who forgets everything overnight. The limit is not its intelligence. It is that you reintroduce yourself daily.
5 min read
Token economics for managers: the bill explodes in month three
An AI bill does not explode on the day you buy. It explodes in month three, when the project succeeds. Here is the arithmetic no vendor explains.
Start with a short call
Fifteen minutes to understand what your team does and what you want to change. If training is not the right answer, I will say so.