You are either wondering who this guy is and why you should care, or you are a friend I have forcibly sent this link to.
Either way, you are here now, and it seems only fair to make the introduction worth the click. Bear with me.
Computer science graduate, doing operations at a healthcare revenue-cycle company. Claims, remittances, and working out where two systems quietly stopped agreeing. When the work needs a tool that does not exist yet, I build it: usually in Retool, on PostgreSQL, with more SQL than the request implied.
The parts I enjoy are unglamorous and slightly pedantic. Finding out what a null means before writing the query that depends on it. Naming things properly. Noticing that a dashboard is confidently wrong, which is worse than one being missing.
Outside that: a great deal of music, an indefensible amount of film and television, and a long-running belief that I will one day finish a side project. This site is currently the leading candidate.
the corridor, which has better lighting than I do
01
What I do all day
mostly SQL, if we are being honest
Commure
Operations Analyst
Jan 2026 — present
Dhaka, Bangladesh
Formerly Augmedix. Healthcare revenue cycle: claims go out, payers respond, and the gap between those two events is where the job lives.
·Design and own production internal applications on Retool, PostgreSQL, and JavaScript that run revenue-cycle operations across 60+ provider sites.
·Write advanced SQL (CTEs, window functions, conditional aggregation, subqueries) against large claims and remittance datasets to trace claim lifecycles and surface payment discrepancies.
·Build operational dashboards that rank exceptions by financial impact, so the queue is ordered by what is worth fixing rather than by what arrived first.
·Root-cause data inconsistencies across internal systems and external payer platforms, with engineering and product.
grouped by what it is for, not by how good I claim to be
Data
Getting a straight answer out of a database that would rather not give one. Advanced SQL against claims and remittance data large enough that the query plan matters.
The half someone actually clicks. Retool at work, Flask and a normal web stack before it. Roles, stages, audit trails, bulk operations: the scaffolding that decides whether a tool gets used twice.
University, the thesis, and the IEEE paper. Text classification at scale, and evaluating LLM and RAG systems in Bangla, where the methodology has to be built before any result means anything.
Two Arduino builds, and the discovery that a loose wire does not print a stack trace. The safety wearable runs I²C, SPI and UART at once, on an Uno close enough to its memory ceiling that string operations had to go to make room.
Furniture rather than skills. Table stakes, all of it, and I would be suspicious of anyone listing them as achievements. Including me.
Git
Linux
Postman
Jira
Agile
Code review
C
Django (basic)
Notion
Google Sheets
This site
Picked up while building the thing you are reading. Server components by default, CSS scroll-driven animation instead of a library, and a written record of why.
No percentages, no five-star ratings, no bars. Bangla is native and English is fluent, which are the only two proficiencies on this page anyone can actually verify.
03
Where I studied
in reverse, because that is the order you care about
BRAC University
Jan 2022 — Feb 2026
B.Sc. Computer Science and Engineering
Highest Distinction
Where the actual computer science happened. Databases, algorithms, operating systems, software engineering, machine learning, and a thesis on evaluating Bangla LLM and RAG chatbots, which is harder than it sounds because there is no benchmark to borrow.
Built along the way
Lost & Found tracking system · Flask, PostgreSQL
Question-answer text classification · 339,998 pairs, five models
Flood prediction for disaster response · scikit-learn
Nom-Nom Express, a food delivery platform · PHP, MySQL
Smart safety wearable · Arduino, GSM, GPS
Automated car parking · Arduino, servos, pneumatic lift
Movie genre prediction · the IEEE paper, ICCIT 2023
The ones worth a full write-up are on Exhibits, with the code, the decisions, and what each one cost.
Honours
·Vice Chancellor's List
·Dean's List
·BRAC University Merit Scholarship, 2024–2026
·1st place, Pre-Thesis II Research Exhibition
Rajshahi Government City College
2018 — 2020
HSC
GPA: 5.00
Two years, of which I attended three days. The number on the Lore page is not a typo. My HSC was then cancelled by a pandemic, which remains the most dramatic thing on my academic record.
Seroil Government High School
2010 — 2018
SSC
GPA: 5.00
Eight years, one building, the same friends throughout. I started a year early because of a rumour my mother heard, which is the best story on this website and is therefore on a different page.
the one building
04
Rooms, booked and unbooked
BRAC University Debating Club
Director of Human Resources
2023 — 2024
Not academic, not a job, and easily a third of what I got out of university, so it is filed on its own.
·Ran the people side of a club that lives or dies on whether volunteers turn up.
·Organised BracU Open 2024 and two intra-university tournaments.
·Learned more about scheduling under constraint than any course taught me, which I say as someone who took Operating Systems.
05
Receipts
adjectives are free; these are not
Every CV makes the same four claims, and every reader discounts them to nothing, correctly. Here are mine with the evidence attached, so you can reach your own verdict.
“Hard-working”
I started at Commure on the first of January 2026. My final undergraduate exams were on the thirteenth and fourteenth. My thesis defence was on the thirty-first. Nothing got moved, and I would not recommend the schedule to anyone.
“Fast learner”
I had not opened Retool before January 2026. Three applications later, revenue-cycle operations across 60+ provider sites run on things I built in it, and it is now the tool I open most days. Notion arrived the same month and went the same way.
“Adaptable”
I was hired to do operations. Nobody asked me to write software; the work kept needing tools that did not exist, so I wrote them. The job description has still not been updated.
“Passionate about AI”
My thesis had to build its own evaluation methodology for Bangla LLM and RAG chatbots, because no benchmark existed to borrow. The method was the contribution. Two years earlier, my IEEE paper trained a movie-genre classifier on AI-generated data. That was 2023.
