About

Education, Experience & Skills

My path from biomedical engineering and product management to AI research at the intersection of machine learning and clinical medicine.

Education

Academic Background

Master of Science in Biomedical Engineering (Bioinformatics)
Politecnico di Milano
Sept 2023 -- Present

Expected graduation Oct 2026. GPA: 26.72/30.

Master's Thesis: Evaluating Clinical Agentic AI Systems in Oncology — GitHub Repo

Master of Business Administration (Finance)
K. N. Toosi University & IMI
Sept 2021 -- Aug 2023

GPA: 17.93/20.

Bachelor of Science in Biomedical Engineering (Biomechanics)
Amirkabir University of Technology
Sept 2016 -- Feb 2021
Experience

Professional Journey

From founding a startup and leading product at a ride-hailing unicorn to researching agentic AI in a clinical oncology lab.

Agentic AI Researcher Intern
Fondazione IRCCS Istituto Nazionale dei Tumori (AI-On-Lab) · Milan, Italy
Feb 2026 -- Present
  • Designed and developed a comprehensive, multi-tier evaluation framework to bench-test and validate autonomous AI agents specialized in Non-Small Cell Lung Cancer (NSCLC) treatment planning.
  • Architected a 5-tier metric system covering reasoning, output quality, safety, workflow, and reliability, establishing standardized KPIs for clinical LLM deployment.
  • Collaborated with cross-functional medical and technical teams at AI-On-Lab to validate framework scalability and its impact on medical workflows, culminating in a primary-author submission to the ESMO Congress 2026.
Product Manager
Snapp · Tehran, Iran
Dec 2022 -- Dec 2023
  • Managed feature discovery and roadmap execution for a ride-hailing platform processing 5 million daily rides.
  • Launched a single-source digital onboarding solution for drivers, optimizing the lead-to-driver workflow and slashing on-spot verification processing time from 2 days down to 10 minutes.
  • Deployed a BI dashboard that provided analytics for the operation team to mitigate administrative overload.
  • Shipped the redesign of the driver acquisition landing page, accelerating online conversion rates by 20%.
Associate Product Manager
T-Learning · Tehran, Iran
Nov 2021 -- Dec 2022
  • Worked with executive leadership (CEO, CPO) to compose, prioritize, and track product roadmaps and strategic OKRs within an Agile discovery and delivery framework.
  • Engineered a scalable billing settlement model that directly enhanced host retention by 30%.
  • Optimized interactive FAQ systems, reducing customer service support ticketing overhead by 50%.
Founder
Pasho · Tehran, Iran
Sept 2019 -- March 2021
  • Crafted financial projections, authored business plans, and built investor-ready pitch decks.
  • Recognized for technical innovation merit, placing within the top 10% of national engineering projects.
Skills

Technical Capabilities

A curated overview of my technical toolkit across applied AI research, agentic systems, and software engineering.

Medical AI & Imaging

Digital Pathology Image Classification 3D MRI Semantic Parsing fMRI Decoding Generative & Predictive Segmentation PyTorch TensorFlow Keras

Agentic AI & NLP

Autonomous Agent Architecture LLM Orchestration (LangChain) LLM-as-a-Judge Evaluation RAG Systems Prompt Engineering

Software Engineering & DevOps

Python SQL MATLAB R Bash Git/GitHub Docker FastAPI Streamlit Flask CI/CD Pipelines

Languages

English (Working Proficiency) Italian (Basic)