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Nucleo Knight

Nucleo Knight

AI Trainer & Evaluator – AI / Automation / Robotics

India flagMumbai, India
$10.00/hrExpertCVATLabelimg

Key Skills

Software

CVATCVAT
LabelImgLabelImg

Top Subject Matter

AI Evaluation
Automation Workflows
Prompt Engineering

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Bounding BoxBounding Box
SegmentationSegmentation
ClassificationClassification
Object DetectionObject Detection

Freelancer Overview

AI Trainer & Evaluator – AI / Automation / Robotics. Brings 14+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Product Manager – AI / Automation / Robotics, India (2019). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

ExpertEnglish

Labeling Experience

Prompt Engineer / LLM Output Evaluator

TextPrompt Response Writing SFT
I designed, tested, and optimized prompts and responses for various generative AI use cases, including summarization, classification, and structured response generation. I reviewed prompt variants, ranked output quality, and rewrote AI outputs to improve clarity, tone, and compliance. My work supported research, evaluation, and deployment of large language model (LLM)-based tools and workflows. • Created and refined prompt templates for instruction-based, informative, and conversational tasks. • Evaluated and ranked multi-step AI-generated outputs based on clarity, completeness, and structure. • Optimized prompts for response consistency and reduced ambiguity in model behavior. • Documented findings and improvement recommendations for engineering and product teams.

I designed, tested, and optimized prompts and responses for various generative AI use cases, including summarization, classification, and structured response generation. I reviewed prompt variants, ranked output quality, and rewrote AI outputs to improve clarity, tone, and compliance. My work supported research, evaluation, and deployment of large language model (LLM)-based tools and workflows. • Created and refined prompt templates for instruction-based, informative, and conversational tasks. • Evaluated and ranked multi-step AI-generated outputs based on clarity, completeness, and structure. • Optimized prompts for response consistency and reduced ambiguity in model behavior. • Documented findings and improvement recommendations for engineering and product teams.

2023 - Present

AI-Based Creator Tools Evaluator

Image
I contributed to testing and evaluation of AI-powered image processing tools for background removal and content editing workflows. I assessed image output quality, focusing on consistency, error detection, and edge case handling. My work informed improvements in model capabilities for robust user-facing tools. • Conducted iterative review and evaluation of AI-generated image outputs for quality assurance. • Identified inconsistencies and failure modes in image processing results. • Provided actionable feedback to refine model performance and algorithm updates. • Developed process documentation for evaluation methodology and reproducibility.

I contributed to testing and evaluation of AI-powered image processing tools for background removal and content editing workflows. I assessed image output quality, focusing on consistency, error detection, and edge case handling. My work informed improvements in model capabilities for robust user-facing tools. • Conducted iterative review and evaluation of AI-generated image outputs for quality assurance. • Identified inconsistencies and failure modes in image processing results. • Provided actionable feedback to refine model performance and algorithm updates. • Developed process documentation for evaluation methodology and reproducibility.

2022 - Present

AI Trainer & Evaluator – AI / Automation / Robotics

Text
As an AI evaluator and trainer, I evaluated AI-driven outputs for accuracy, clarity, and factuality in automation and digital workflows. I developed frameworks for scoring, model output validation, and structured feedback to improve AI alignment with instructions and safety guidelines. I refined prompts and performed rank-based output assessments to reduce hallucinations and enhance output quality. • Conducted structured validation testing on AI outputs for clarity, factual correctness, and safety. • Developed and executed scoring rubrics for model performance evaluation and instruction-following validation. • Ranked and compared AI-generated responses to improve model output consistency. • Identified and documented edge cases and recurring failure patterns for continuous system improvement.

As an AI evaluator and trainer, I evaluated AI-driven outputs for accuracy, clarity, and factuality in automation and digital workflows. I developed frameworks for scoring, model output validation, and structured feedback to improve AI alignment with instructions and safety guidelines. I refined prompts and performed rank-based output assessments to reduce hallucinations and enhance output quality. • Conducted structured validation testing on AI outputs for clarity, factual correctness, and safety. • Developed and executed scoring rubrics for model performance evaluation and instruction-following validation. • Ranked and compared AI-generated responses to improve model output consistency. • Identified and documented edge cases and recurring failure patterns for continuous system improvement.

2019 - Present

Education

I

India

Business, Bachelors

Business
2010 - 2012

Work History

N

N/A

Product Manager

Mumbai
2019 - 2026
N

N/A

Product Specialist

Mumbai
2013 - 2018