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  • Baltimore, Maryland

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sammargolis/README.md


Now

  • Building evaluation + safety infrastructure for healthcare conversational agents.
  • Shipping local-first clinical tooling and agent workflows.

Open Source

  • OpenScribe - Open source AI medical scribe (local-first, self-hostable).

Selected Projects

Healthcare agents + clinical tooling

  • ProspectiveAgent (private) - Patient agent capable of calling patients and screening for conditions.
  • prechart (private) - Precomputed patient context + action memory layer.
  • historian (private) - Patient context / memory system.
  • historian-mobile (private) - Mobile variant.
  • Clinical-trial-pre-screener (private) - Calls patients to assess clinical trial eligibility.
  • clinicaltrialqualifier - Determines if patient qualifies for clinical trials.
  • PatientMessageRouter (private) - Message routing for patient workflows.
  • AIAdvocate (private) - Synthesizes clinical conversations into usable summaries.

Diagnostics / ML prototypes

  • sequential-diagnosis-ai (private) - Sequential diagnostic reasoning experiments.
  • GI-Board-Examination - Automated upload/extraction/analysis pipeline. Hit SOTA on GI Board exam. Published it.
  • tox (private) - Ingredient scanning prototype.

Older work


Research (Selected)

Sensors / imaging

Clinical NLP / LLM evaluation

Health systems


Built businesses

  • USocial - Co-founded digital event marketing company ($100k+ revenue), sold business ($200k+ revenue).

Previously


Stack

languages: [TypeScript, Python, Swift, HTML/CSS]
platforms: [Node.js, Electron, Web]
ml: [LLMs, eval pipelines, applied clinical NLP]
infra: [Docker, Postgres]

Pinned Loading

  1. OpenScribe OpenScribe Public

    OpenScribe is an open-source AI scribe that records patient encounters to generate and summarize structured clinical notes. OpenScribe is fully customizable and local-first, giving you complete con…

    TypeScript 29 12

  2. GI-Board-Examination GI-Board-Examination Public

    This script is designed to automate the uploading, extraction, and analysis of data related to GI Board Examinations.

    Jupyter Notebook

  3. sammargolis.github.io sammargolis.github.io Public

    personal site

    HTML