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Mark Klots

Mark Klots

Fellow - Prompt and Response Dataset Development (Handshake AI)

USA flagLong Island, Usa
$20.00/hrIntermediateOtherRoboflowMercor

Key Skills

Software

Other
RoboflowRoboflow
MercorMercor

Top Subject Matter

Biology Domain Expertise
Computational Biology
AI Model Evaluation

Top Data Types

TextText
Computer Code ProgrammingComputer Code Programming
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
PolygonPolygon
ClassificationClassification
SegmentationSegmentation
Text GenerationText Generation
RLHFRLHF
Evaluation/RatingEvaluation/Rating
Data CollectionData Collection

Freelancer Overview

Fellow - Prompt and Response Dataset Development (Handshake AI). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Stony Brook University (2022). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT).

IntermediateEnglishRussian

Labeling Experience

Invasive Species Machine Vision Annotator

ImagePolygon
Using Roboflow, I worked as a part of the team attempting to create a model capable of identifying aquatic invasive plants through aerial images. Annotation process involved identifying plants of interest and highlighting them with polygons.

Using Roboflow, I worked as a part of the team attempting to create a model capable of identifying aquatic invasive plants through aerial images. Annotation process involved identifying plants of interest and highlighting them with polygons.

2025 - Present

Fellow - Prompt and Response Dataset Development (Handshake AI)

TextPrompt Response Writing SFT
As a fellow at Handshake AI, I designed and evaluated prompts with a focus on complex biological content. I developed structured datasets and validation workflows directly used for AI model training and evaluation. My responsibilities included formulation and rating of multi-step scientific problems for AI model performance assessment. • Created and reviewed biology-focused prompts for LLM evaluation • Built datasets for prompt-response workflows using Python • Assisted in scientific problem formulation for AI assessment • Evaluated model outputs in biological reasoning tasks

As a fellow at Handshake AI, I designed and evaluated prompts with a focus on complex biological content. I developed structured datasets and validation workflows directly used for AI model training and evaluation. My responsibilities included formulation and rating of multi-step scientific problems for AI model performance assessment. • Created and reviewed biology-focused prompts for LLM evaluation • Built datasets for prompt-response workflows using Python • Assisted in scientific problem formulation for AI assessment • Evaluated model outputs in biological reasoning tasks

2025 - 2026

Education

S

Stony Brook University

Bachelor of Science, Biology (Ecology and Evolution)

Bachelor of Science
2022

Work History

N

NYSDEC

Aquatic Invasive Species Watershed Steward

Long Island
2024 - 2024
S

Stony Brook University

Teaching Assistant

Stony Brook
2023 - 2024