Two years ago, automating a single ETL flow took me weeks. This week I built a full internal tool in five days. The real shift isn't better AI tools — it's the collapse of the cost of problem-solving, and what that does to the SaaS math.
Kafilat Emmanuel
Builder. Systems thinker. I turn messy problems into infrastructure.
I work at the intersection of data, automation, and product — building systems that give teams leverage they didn't know they could have. This is where I document the builds.
Essays
All essays →Buying a generalist chatbot raises the floor of competence. It doesn't build your edge. True value comes from bespoke systems that understand your specific business logic and data.
A week in Google Meet taught me something about architecture constraints. You can't brute-force performance through a browser tab.