Marino S.

Key Skills

Software

Other

Top Subject Matter

Healthcare chatbot

lifestyle management

mental/behavior change workflows

Top Data Types

Text

Document

Top Task Types

Function Calling

Diagnosis

Entity (NER) Classification

Freelancer Overview

Founder - LUXHEAL / Luana Health (AI-powered lifestyle management chatbot MVP for patients). Brings 10+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Doctor of Medicine, School of Medicine, University of Zagreb (2024) and High School Diploma, Natural Science and Mathematics High School Pula (2016). AI-training focus includes data types such as Text and labeling workflows including Function Calling, Evaluation, and Rating.

Labeling Experience

Physician-Founder - OmegaX Health

TextEntity (NER) Classification

Physician-founder building AI-native health systems for consumer continuous care and B2B infrastructure across providers, insurers, employers, and premium health programs. Leads the design of clinical guardrails and evaluation loops for LLM and agentic health workflows, focusing on safety, trust, and appropriateness. Translates raw health data, records, routines, goals, and voice inputs into structured workflows with human review patterns and escalation boundaries. • Defined clinical safety guardrails and human-in-the-loop review workflows • Designed evaluation loops, escalation boundaries, and prompt/agent safety testing • Built structured health data workflows integrating RAG and MCP-connected tools • Reviewed clinically sensitive outputs and product behavior prior to user-facing release

2024 - Present

Founder - OmegaX Health (medical AI evaluation and safety testing workflows)

Text

Built AI-native health evaluation and safety workflows for LLM and agentic health systems, focusing on human review and escalation boundaries. Defined clinical guardrails and evaluation loops to assess model output appropriateness, trustworthiness, and safety before user-facing release. Designed structured health workflow patterns by transforming raw health data and inputs into safer follow-through mechanisms. • Established evaluation loops and escalation boundaries for health-domain agents. • Performed review of clinically sensitive outputs prior to release. • Defined human-in-the-loop review patterns and safety/trust criteria. • Orchestrated prompt systems, RAG pipelines, and workflow safety checks.

2024 - Present

Founder - Asymptote Health (Strong Heart hypertension management product)

OtherTextDiagnosis

Developed health-domain digital hypertension management software that incorporates external health data into patient feedback and adherence workflows. Translated clinical and patient needs into structured product requirements and validation loops to support safe, evidence-aligned behavior. Evaluated feasibility and validation questions with an emphasis on clinical safety considerations and regulatory readiness. • Integrated Google Fit and blood pressure monitor data into management workflows. • Defined feedback loops and adherence-oriented patient interactions. • Converted clinical requirements into delivery priorities and documentation. • Supported validation and evidence framing for health product safety.

2022 - 2025

Founder - NAOMI Mental Wellness (clinical collaboration, QA, and iterative content evaluation)

Text

Led development of a cognitive behavioral therapy (CBT) platform and created iterative review and quality assurance processes for mental-health content and user experiences. Coordinated psychologists and stakeholders to ensure safety boundaries, privacy practices, and clinical appropriateness in delivered guidance. Managed feedback and adoption loops to continuously improve response quality and reduce model or content failure modes. • Conducted content review and QA for patient-facing CBT experiences. • Structured stakeholder-driven validation questions and iteration cycles. • Managed user feedback loops and prioritized implementation updates. • Ensured privacy and safety boundaries for anonymous mental health interactions.

2020 - 2024

Founder - LUXHEAL / Luana Health (AI-powered lifestyle management chatbot MVP for patients)

TextFunction Calling

Built and iterated an AI-powered healthcare chatbot workflow intended for clinical-style lifestyle management, including safety-oriented review and structured outputs for user interactions. Defined and refined evaluation loops and guardrails for appropriateness and failure-mode handling in health-domain responses. Supported human-in-the-loop patterns through coordinated clinician collaboration and privacy/safety boundaries for patient-facing use. • Designed chatbot dialogue flows for adherence, education, and behavior-change. • Coordinated clinicians/advisors to validate content quality and medical appropriateness. • Implemented safety boundaries for interactions and output handling. • Reviewed and iterated product behavior prior to patient use.

2018 - 2022

Education

Work History