01 / 03 · Valuation
LuminaEngine
SEC EDGAR financials, a cohort-decay revenue model, CAPM discounting and 5,000 Monte Carlo trials. Reverse-DCF shows the growth the market is pricing in.
- 5,000 trials
- 23 tests
- CI
- MIT licence
- Repo public soon
Aditya Panda · Quant · Systems · Founder
Systems thathave to beright.
CSE at MIT Manipal, co-founder & CEO of Forma Labs. I build order books, valuation engines and forecasting models, and show the tests behind them.
- Trials per valuation
- 5,000
- Order-book tests
- 32
- Engine tests
- 23
Selected work(05)
Quant and systems projects, each shown with its evidence. Keep scrolling: each one brings its own object.
02 / 03 · Systems
FulcrumOrder book
Limit order book with price-time priority. Phase 1 complete, with the matching engine next.
- 32 tests
- ASan + UBSan
- C++20
03 / 03 · ML
PraxisForecasting
OHLCV data fused with FinBERT-read SEC filings, aligned point-in-time so nothing leaks from the future.
- In progress
- PyTorch
- Repo public soon
04 · Web
Glide
Real-time buggy tracker for the MIT Manipal campus, being rebuilt from prototype into a full-stack app.
- Firebase
- Leaflet
05 · Vision
ASL Interpreter
Two-way, real-time translation between American Sign Language and English, tuned for low-latency inference.
- OpenCV
- Real-time
Experience
Since starting at MIT Manipal in 2025.
Forma Labs
Co-Founder & CEO2026 – now
Frontend-as-a-subscription for AI-native SaaS founders. I run the business side, clients, commercial terms and finance, alongside a technical co-founder who leads engineering.
Bloomunity
Co-Founder2025 – now
Backend for campus clean-up drives: volunteer registration and event tracking.
Placement Cell, MIT Manipal
Junior Coordinator2025 – now
Coordinating students, recruiters and faculty for internship and placement drives.
Apple Developers Group
Management CommitteeAug 2026 – now
Developer workshops and technical sessions on campus.
MIT Manipal
B.Tech, Computer Science & Engineering2025 – 2029
Manipal Institute of Technology
Also · AIESEC · IAESTE LC Manipal · E-Cell
Toolkit
What I reach for, grouped the way I use it.
- Languages
- Python · C++20 · C · Java · JavaScript · TypeScript · SQL (MySQL) · HTML/CSS · Bash
- AI / Data
- PyTorch · FinBERT · NumPy · Pandas · OpenCV · QuantLib
- Web / Backend
- FastAPI · Next.js · Firebase · Supabase · Leaflet.js
- Systems
- Modern C++ (STL, atomics, jthreads) · POSIX API · CMake · GDB · GoogleTest · ASan / UBSan
- Tools
- Git · GitHub Actions · GitLab · Linux · Jupyter
Certifications
- Google Advanced Data Analytics Professional CertificateJul 2026
- McKinsey Forward Learning ProgramJun 2026
- Yale: Financial MarketsJun 2025