Experience, education & the person behind the work
I’m Muhammad Musa. I build software, study how language models fail, and teach computer science. The work has taken me from Lahore to Madison, with plenty of learning between the two.
I’m Muhammad Musa, a computer science master’s student at UW–Madison. I work on language-model security, build healthcare software, and turn scattered ideas into useful systems.
From Lahore to Madison, the question I return to is simple. Who will this help? Sometimes the answer is a product. Sometimes it’s a better experiment. Often, it starts with finding out why something broke.
Teaching is part of that work, too. Explaining a system to someone else has a way of exposing the parts I don’t understand yet.
Jul 2025 — present · Remote
WUMI Health
I build the connections between a patient, their record, and the people allowed to use it.
Jul 2024 — present · Madison
University of Wisconsin–Madison
I lead a 20-person teaching staff and build the infrastructure behind a large data-science course.
Jun — Aug 2024 · Riyadh
SAUDCONSULT
I worked on a pilot project-controls platform, bilingual document retrieval and inspection triage.
Aug 2023 — May 2024 · Madison
University of Wisconsin–Madison
I helped students take their first steps in data-science programming.
Jan 2022 — May 2023 · Lahore
Lahore University of Management Sciences
I wrote programming assignments that made AI concepts something students could test.
Jul — Oct 2021 · Remote
KASB Securities & TransformX
I built educational-credential software and web applications as an undergraduate.
M.S. Computer Sciences · 2023 — 2026 · in progress
My graduate work connects machine learning, language-based security and the systems needed to evaluate them.
4.0/4.0 in recorded early graduate coursework
B.Sc. Computer Science · 2019 — 2023
I combined coursework with research, teaching and building with other students. My senior thesis became a collaborative publication on ransomware provenance.
3.9/4.0 · Dean’s Honor List every semester
ACM CSET 2023 · Workshop paper · Co-author · second of nine
A collaborative dataset and collection pipeline for studying ransomware behavior through execution provenance.
IEEE/ACM ASONAM 2022 · Two-page poster · First author
An early study of social-media sentiment and the context needed to interpret extremist content. The poster presents preliminary findings.
From an experiment to a service.
Train, inspect, compare.
Give a workflow boundaries and evidence.
Make the data path dependable.
Put the system in somebody’s hands.
Anthropic · Jul 2026 · AI & programming
Foundations of working with Claude, prompting and tool use.
Anthropic · Jul 2026 · AI & programming
Planning, editing, testing and verifying work with Claude Code.
Kaggle · Jul 2021 · AI & programming
Decision trees, model validation and overfitting.
Udemy · Jan 2021 · AI & programming
Python fundamentals, data structures and object-oriented programming.
Beyond the Classroom × Seeds of Peace · Spring 2021 · Teaching & community
Dialogue, community education and leadership.
Beyond the Classroom · Spring 2021 · Teaching & community
Training followed by a three-day workshop with students.
IEEE LUMS · Jan 2021 · Teaching & community
Technical-team contribution to the AIGuru coding competition.
Duke University · Coursera · Jun 2020 · Data & applications
Probability, distributions and exploratory data analysis.
CentraleSupélec · Coursera · Jul 2016 · Data & applications
A project-centered introduction to Android application development.
A patient trying to carry their history between clinics. A student facing an unfamiliar idea. A speaker whose language is poorly represented in software.
These are reasons I keep returning to healthcare, teaching, language technology and security. I like working on a system all the way through: the data, the failure case, the interface and the explanation someone else needs to trust it.
Explore the work
