When Dr. Kenneth Qiu opened his Direct Primary Care (DPC) practice straight out of residency five years ago, he quickly learned that commercial software vendors rarely deliver the precise tools that nimble independent clinics need. For years, he asked for features that never materialized.
Then, he discovered vibe coding. Despite having zero formal programming background, Kenneth managed to build a fully functioning application ecosystem that integrates directly with his clinical tech stack. As Dr. Qiu shared, "I'm not a programmer. The closest I ever got to software was in the 10th grade we spent a week doing HTML on Notepad and ever since I took some YouTube classes to try to learn Python or whatever and quit within 30 minutes."
Resources:
On/Offcall is the weekly dose of information and inspiration that every physician needs.
Every single tool Kenneth built started from a simple place: a daily workplace annoyance or a persistent technical limitation. Instead of waiting on corporate tech updates, Kenneth opened up an AI development tool and began to describe his solutions. As Dr. Qiu explained, "These things I've asked vendors for for years I'm just creating in a weekend."
Over a series of weekends, he successfully designed, tested, and implemented four clinical tools:
Kenneth learned to navigate his tools entirely by using the AI as its own interactive manual, describing it as an automated instruction manual and built-in customer support channel. After mastering local development, Kenneth reached a massive milestone right before the webinar: he asked the AI to convert his single-user local app into a secure, multi-user, multi-computer program that his entire clinical team could access across multiple locations. This rapid progression felt entirely magical, demonstrating how quickly a non-technical clinician can scale custom software infrastructure.
Offcall Team is the official Offcall account.
See what your colleagues are saying and add your opinion.