About PathoIntern
The Team
Four students building a production-quality AI triage system in 6 weeks.
MJ
Muthuraj Jayakumar
Project Lead · ML Architecture
Responsibilities
- Overall project architecture and technical direction
- CTransPath model integration and embedding pipeline
- k-NN anomaly detection and criticality scoring engine
- Research paper selection and methodology documentation
Technical Stack
PythonPyTorchCTransPathFastAPIpgvector
Leads Sprints 2–3 (Data Pipeline & Scoring Engine)
SR
Sumanth Reddy
Backend · Data Pipeline
Responsibilities
- FastAPI backend services and asynchronous API design
- PostgreSQL and pgvector database operations
- Kaggle dataset download, normalization, and bulk ingestion
- Audit logging system and data integrity
Technical Stack
FastAPISQLAlchemyasyncpgPostgreSQLAlembic
Leads Sprints 1–2 (Database schema & Data ingestion)
LR
Lohith Reddy
Frontend · UI/UX
Responsibilities
- Next.js App Router architecture and page structure
- About portal design and responsive Tailwind layouts
- Upload flow UI, result display, and worklist dashboard
- Accessibility, loading states, and error handling
Technical Stack
Next.js 14TypeScriptTailwind CSSReact
Leads Sprints 1, 3–5 (About portal, Upload & Results UI)
AO
Ali Ozdemir
Infrastructure · Backend
Responsibilities
- Docker Compose orchestration (PostgreSQL, FastAPI, Next.js)
- pgvector extension setup and database initialization
- JWT authentication system and security middleware
- Development environment standardization across team
Technical Stack
DockerPostgreSQLpgvectorFastAPIJWT
Leads Sprint 1 (Infrastructure & Auth) · Supports all sprints
Sprint Responsibility Matrix
Who leads what across 6 weeks.
| Sprint | Focus | MJ | SR | LR | AO |
|---|---|---|---|---|---|
| S1✓ | Setup & About | Backend scaffold | DB schema | About portal | Docker + Auth |
| S2✓ | Data Pipeline | CTransPath integration | Data ingestion | Upload UI skeleton | pgvector storage |
| S3✓ | Scoring Engine | k-NN scoring | Score API | Results UI | Integration support |
| S4✓ | Integration | E2E testing | Integration | Upload & Results wiring | Integration support |
| S5✓ | Review & Polish | Audit API | Verdict API | Review panel | Audit system |
| S6✓ | Demo & Docs | Demo script | Docs | Polish & Animations | Deployment |