INI SS - DMRheumatology & Clinical Immunology

The daily plan decided what I studied, so my mornings stopped disappearing into deciding where to start. It kept pushing the subjects I was avoiding, and those were the ones that moved my score.

My accuracy went from 61% to 84% in ten weeks. Almost all of it came from redoing questions I had already got wrong, which the app kept returning until they stopped being weak spots.

Grand tests felt exactly like the real paper — same length, same pressure, same ranking after. By exam day it was the fifteenth time I had done that, so nothing in the hall rattled me.

Revision used to mean rereading notes and feeling productive. Here it was a focused pass over the topics I kept forgetting, built from my own mistakes. Less material, far more of it stayed.

Asking the AI why an option was wrong taught me more than the explanation did. It answered follow-ups until the concept held. That closed the gap between knowing a fact and reasoning.

I started with 45 days left. I told the app that and the plan rebuilt itself around the time I actually had, cutting what I could not finish and protecting the high-yield topics.

The readiness score kept me honest. It only moved when I genuinely improved, not when I put in hours. Watching it climb from 54 to 81 was the only progress measure I believed.

Everything lived in one place, so I never lost twenty minutes hunting for a note. Over six months that was hundreds of hours of friction gone, and my sessions went much deeper.

Weak-area MCQs found gaps I did not know I had, especially nephrology and acid-base. I was confident in both; the data said otherwise. Fixing them changed my rank more than anything.

Two focused hours a day beat the twelve-hour days I used to burn out on. The plan was short enough that I always finished it, and finishing it daily for months is what compounded.