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NikoLipey/README.md

Hi, I'm Nikolay

I'm a PhD-trained physicist based in Sydney, Australia, with a background in MedTech, optical engineering, biomedical imaging and technical application support.

I am currently building applied AI tools for technical support, scientific workflows and MedTech product operations.

Current focus

  • Applied AI agents for technical and scientific workflows
  • MedTech support automation, service triage and support operations analytics
  • Python, Streamlit, pandas and LLM-assisted applications
  • Optical systems, biomedical diagnostics and technical product development

Featured project

MedTech Technical Support Assistant

A prototype support workflow tool for MedTech device issue triage and service-ticket analytics.

The app combines a structured triage assistant with a service-ticket dashboard. It demonstrates how domain-specific MedTech support logic can be turned into a simple deployed web application.

Current features include:

  • device type selection
  • device-aware issue classification
  • severity estimation
  • escalation recommendation
  • human review flag
  • customer follow-up questions
  • safe first-level troubleshooting steps
  • copyable and downloadable internal service note
  • synthetic service-ticket dataset
  • dashboard metrics for support operations
  • charts by device type, severity, and human review requirement

Live demo: https://medtech-ai-support-agent-v1.streamlit.app

Repository: https://github.com/NikoLipey/medtech-ai-support-agent

Background

  • PhD in Physics / Photonics and Optical Engineering
  • Experience across MedTech, biomedical imaging, optical systems and technical support
  • Interested in AI-enabled workflows for healthcare, scientific instrumentation and product teams

Contact

LinkedIn: https://www.linkedin.com/in/nikolaylipey

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  1. medtech-ai-support-agent medtech-ai-support-agent Public

    Prototype MedTech technical support assistant for device issue triage using Python and Streamlit.

    Python