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M

Manvendra Kumar

Prompt Engineering & Human-in-the-Loop Safety (AI Healthcare Platform)

USA flagSalt Lake City, Usa
Intermediate

Key Skills

Software

No software listed

Top Subject Matter

Healthcare Data & Medical Documentation
Symptom Triage
Elderly Care

Top Data Types

TextText
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Freelancer Overview

Prompt Engineering & Human-in-the-Loop Safety (AI Healthcare Platform). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Master of Science, University Of Pittsburgh (2024) and Bachelor of Arts, University Of Delhi (2023). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT).

Intermediate

Labeling Experience

Prompt Engineering & Human-in-the-Loop Safety (AI Healthcare Platform)

TextPrompt Response Writing SFT
Developed GPT-powered symptom triage and care-level routing using human-in-the-loop safety fallbacks, creating prompts and standardized flows. Designed, validated, and refined prompt strategies for symptom classification and triage tasks. Established safety escalation and decision frameworks involving AI-assisted and manual label validation. • Created initial and iterative GPT prompt libraries for AI triage. • Collaborated with subject matter experts for human-in-the-loop annotation. • Generated structured clinical text data for supervised training and model evaluation. • Developed escalation tags, performance metrics, and evaluation rubrics for triage accuracy.

Developed GPT-powered symptom triage and care-level routing using human-in-the-loop safety fallbacks, creating prompts and standardized flows. Designed, validated, and refined prompt strategies for symptom classification and triage tasks. Established safety escalation and decision frameworks involving AI-assisted and manual label validation. • Created initial and iterative GPT prompt libraries for AI triage. • Collaborated with subject matter experts for human-in-the-loop annotation. • Generated structured clinical text data for supervised training and model evaluation. • Developed escalation tags, performance metrics, and evaluation rubrics for triage accuracy.

2025 - Present

Education

U

University Of Pittsburgh

Master of Science, Management Information Systems

Master of Science
2023 - 2024
U

University Of Delhi

Bachelor of Arts, Economics, Finance and Entrepreneurship

Bachelor of Arts
2020 - 2023

Work History

R

REDO

Product Operations Lead

Salt Lake City
2025 - 2026
C

Carat Industries

Project Manager

Pittsburgh
2025 - 2025