We turn complex ideas into intelligent systems, secure software, and products people can use.
drag to turn it
Three solutions of our own that you can license, and three platforms we built for clients, in use today.
each stream ends in one of them
Our solutions · 1 of 3
Malware detection from raw bytes
A foundation model that learns to recognise malware directly from the raw bytes of executables.
Available to license or pilot
Read the case studyOur solutions · 2 of 3
Concept bottleneck models for chest X-rays
The model names the findings it sees in a chest X-ray before it predicts a label, so a clinician can check, and correct, its reasoning.
Available to license. Not a medical device
Read the case studyOur solutions · 3 of 3
Behavioural fingerprints from gameplay
A 442 GB open dataset of keystrokes, mouse movement, network traffic and screen recordings from competitive Valorant play.
Available for custom data collection
Read the case studyOur clients · 1 of 3
Lecture-by-lecture course feedback for Thapar, with live statistics for faculty.
Live at feedback.thapar.edu
Read the case studyOur clients · 2 of 3
Datesheet Generator and exams portal
Datesheets, invigilation duties and seating plans for Thapar's exams, in sync with the university ERP.
Live at exams.thapar.edu
Read the case studyOur clients · 3 of 3
A ledger app that replaced the paper registers of a vermicompost business.
Ledger app in daily use, online shop ready
Read the case studyTell us what you're trying to build. Let's turn it into something real.
Each project has a full case study. Pictures marked Illustration are drawings: client screens carry real people's data, so we don't publish them.
Products we license and adapt to your setup. Terms are agreed with each customer.
Shows the idea, not model output
Solution · Malware detection
For security teams and vendors · Since 2026
Malware detection from raw bytes
Status: Available to license or pilot
A foundation model that learns to recognise malware directly from the raw bytes of executables.
Shows how a concept bottleneck is used, not model output
Solution · Explainable medical imaging
For hospital research teams and medical AI developers · Since 2025
Concept bottleneck models for chest X-rays
Status: Available to license. Not a medical device
The model names the findings it sees in a chest X-ray before it predicts a label, so a clinician can check, and correct, its reasoning.
Shows the kind of signals recorded, not real samples
Solution · Behavioural data
For teams building continuous authentication · 2025 to 2026
Behavioural fingerprints from gameplay
442 GB, free to download
Status: Available for custom data collection
A 442 GB open dataset of keystrokes, mouse movement, network traffic and screen recordings from competitive Valorant play.
Platforms and apps our clients use every day.
Redrawn from the app's App Store screenshots
Client project
Thapar Institute of Engineering and Technology · Since 2023
built for 10,000+ students
Status: Live at feedback.thapar.edu
Lecture-by-lecture course feedback for Thapar, with live statistics for faculty.
Drawing of what the seating plan does, not a screenshot
Client project
Thapar Institute of Engineering and Technology · Since 2024
Datesheet Generator and exams portal
every exam period since 2024
Status: Live at exams.thapar.edu
Datesheets, invigilation duties and seating plans for Thapar's exams, in sync with the university ERP.
Drawing of the real app, with made-up party names
Client project
Amrit Sincho Farms, vermicompost · 2026
replaced three paper books
Status: Ledger app in daily use, online shop ready
A ledger app that replaced the paper registers of a vermicompost business.
REIMAGINE 27 conference site
The site for Thapar's international humanities conference: dates, themes, fees, committee and a live countdown to registration. Every detail lives in one config file, so the next conference is a one-file edit.
Staff tickets
300 tickets in about 30 seconds
Thapar's ticket portal opens tickets one at a time and its list shows only subjects. This tool puts every ticket and its whole conversation into one Excel file, and sends one reply to hundreds of tickets at once.
Admissions dashboard
2022 to 2024 data
Three years of Thapar's admissions data, cleaned and turned into interactive dashboards the university uses for planning: admissions by month and by programme, year against year.
Four kinds of work, each with the projects on this site where we did it.
Secure design for everything we build, code review, and penetration testing of sign-in and access control.
Seen in
Datasets, prototype models and papers, from the first experiment to publication.
Seen in
Machine learning models whose predictions can be checked, and automation for repetitive work.
Seen in
every prediction comes with its reasons
Web portals, mobile apps and online shops, with the backend and admin tools behind them.
Seen in
Not sure which one your project is? Describe it and choose “not sure yet”.
Research and security come first, then development. Dates and costs are agreed for each project.
We study the problem, the data and the people involved, and write down what “done” means.
Before any design, we list what could go wrong: who might attack it, what they would want, and what has to be protected.
The system and the screens are planned around those risks, and we agree the scope.
Development in small working pieces you can try as they arrive.
Code review, tests and penetration testing before release, then deployment, documentation and maintenance if you want it.
We're an independent studio for security, research, and the software around them.
security and research come first
3
solutions of our own, ready to license
10,000+
students use the feedback platform we built for Thapar
95%+
less time spent scheduling exams at Thapar
Clients
Thapar Institute of Engineering and TechnologyAmrit Sincho Farms
our first client, since 2023
