I will be honest with you about something.
I have never been the fastest person in the room.
Throughout my career, I watched colleagues pick up frameworks overnight, rattle off answers in meetings I was still processing, and ship things while I was still asking questions. There were moments, more than I would like to admit, where I wondered if I belonged at the table at all. Classic imposter syndrome! Except mine had a very specific flavor: I was slow. Deliberate… I needed to understand things, not just use them.
For a long time, I saw that as a weakness.
Then AI arrived. And suddenly everyone around me had a new argument: “Why are you reading that whole book? Just ask ChatGPT.” “Why are you going deep into accounting, finance? AI can do that.” “Why invest months learning something when a prompt can get you there in seconds?”
And I will be honest for a moment, it stung. Because it sounded like the world was finally validating what I’d always feared about myself. That speed was the point. That depth was inefficiency dressed up as diligence.
But the more I worked with AI, really worked with it, not just played with it the more I realized something that I wish more people were talking about.
AI doesn’t make knowledge optional. It makes it non-negotiable.
The quality of what AI gives you is a direct reflection of the quality of understanding you bring to it. Bring depth, and AI becomes a force multiplier unlike anything we’ve ever seen. Bring half-knowledge, and AI doesn’t slow you down — it accelerates your mistakes. It gives them polish. It makes them scalable. It makes them confident.
And that is far more dangerous than being slow.
A developer who doesn’t truly understand data integrity can now build a broken system ten times faster. A leader who has surface-level knowledge of financial controls can now automate flawed processes at scale. A professional who skims a domain can produce articulate, well-structured, completely wrong outputs… at volume, with the kind of confidence that makes them hard to question.
Half knowledge, in the hands of AI, isn’t just insufficient. It’s multiplied.
I spent years feeling like an imposter because I was slower than everyone else. What I know now is that I wasn’t slow, I was building something. I was building the kind of understanding that doesn’t evaporate when the tool changes. And in the age of AI, that understanding is the only durable edge any of us have.
The craft still matters. The domain still matters. The years of going deep still matter.
AI doesn’t replace that. It reveals who has it and who doesn’t.
This isn’t a technology story. It’s a knowledge story.
I started this blog to think out loud — at the intersection of technology, finance, and leadership. About what it means to lead and build in a world where the leverage is no longer in the doing, but in the knowing.
Welcome! I’m glad you’re here.
> pip install ankurverma 