Pinned Tweet
So I had a technical interview with a foreign company today—that would be my 3rd interview this month. For this one, I can’t even remember when I applied, but apparently they had my resume and reached out (for the others, they found me via my works, which was quite impressive).
The live assessment wasn’t the usual LeetCode routine. It was centered entirely around agentic workflows and how you actually build with AI.
Instead of just prompting blindly or writing code on pure vibes, I shared my screen and drilled down into my actual engineering setup:
- Linear for planning, tracking out issues, and milestones synced directly to the agent harness so there’s strict project context
- Custom skills and design tokens (design.md) so the agent understands the exact blueprint before generating anything
- Architecture rules and custom linters (like server-first Next.js patterns) that let AI build correctly in one pass without messing up structure
- GitHub CI pipelines and review agents (like CodeRabbit) where any flagged bug or CVE gets looped back and fixed by the agent before merging to main
And guess what prompt I got to test this entire enterprise-grade agentic pipeline? A to-do app... lols. 😂
The interviewer was honestly blown away by the workflow and tooling. Not entirely sure if this is something I'd want to do long-term, but it was really fun showing how structured engineering keeps autonomous agents on rails. Let us see how it goes.
This motivated me to make pancakes for myself this night.
So good to be back. My timing has gotten better.
Some of the things I am cooking into MBPrep
Clerk like you are on the ward. Register at mbprep.app
Preparing for medical board exams is about to change.
Moving from MB2 to MB3? Your account moves with you.
When your class moves on, switch your MB on your profile and carry on with the same account. The habit you build now should not reset when you move up.
Start it tonight with 10 of your school's past questions.
Single best answer? Cross out the wrong ones first.
When the answer does not jump out, strike the options you know are wrong. Two left is a better bet than five, and the stem usually holds the clue that decides between them.
Try it on 10 of your school's past questions today. By exam day it will be a habit.
Close Telegram mid-exam? The clock keeps running, like the real thing.
Timed exams on @MBPrepBot keep their own clock, so closing the chat does not stop the timer. The score you get is one you can trust.
Sit one timed mock today and see where you really stand.
True or false? Read each option with the stem, one at a time.
Treat each option as a full sentence with the stem and decide it before you look at the next. Watch the small words: always, never, except, all.
Practise that one habit today on your own school's past questions.
71,000 answers in five weeks. From 155 students in the MB3 pilot.
That is one class answering their own school's past questions, a few at a time. It added up.
Your prep can start the same way, and it does not have to be hard. Open it today, answer ten, and be the student who started early.
let me lock in on lorx
We are investigating reports of degraded performance for Actions githubstatus.com/incidents/q…
Omoeux, God provide Moonshot money
make I hot
I'm just hoping to see more devs @moonshotbytc this year. 🥹
If you're a dev, and you'll be at Moonshot, please let me know 😪
Spent the weekend redesigning MBPrep's dashboard
Well, You can now study your slides, and practice questions directly on MBPrep.
Visit mbprep.app today
Revision due today. We remember what you got wrong.
Most of us get a question wrong, read the answer, nod, and never see it again until it shows up in the exam. On MBPrep, the questions you got wrong come back to you when they are due, so you do not have to remember what to revise. It is already waiting for you.
It does not have to be hard. Open it today, clear what is due, and be the student who saw it coming.
Badges for the work you put in. Collect them as you go.
The long middle of a posting is where most of us slow down. The exam still feels far away, and one day of practice can feel like it counts for nothing. On MBPrep you earn badges as you hit milestones in your practice, and you can see them on your analytics, so the work you put in actually shows.
It does not have to be hard. Open it today, answer a few questions, and keep the streak of small wins going.


















