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Pannag Kumaar

Pannag Kumaar

AI Agent Evaluator/Labeller

India flagBangalore, India
$30.00/hrIntermediateInternal Proprietary ToolingLabelboxMercor

Key Skills

Software

Internal/Proprietary Tooling
LabelboxLabelbox
MercorMercor
RemotasksRemotasks

Top Subject Matter

AI Agent Response Quality
Vision and Language AI Model Training
Legal Services & Contract Review

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

ClassificationClassification
Text GenerationText Generation
TranscriptionTranscription
Fine-tuningFine-tuning

Freelancer Overview

I have worked with evaluating and training AI models and building agents for about a year now. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. Education includes Bachelor of Technology, PES University (2025). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and Classification. Along with A Machine learning and data science Background

IntermediateEnglishKannadaHindi

Labeling Experience

AI Agent Evaluator/Labeller (Alignerr)

TextEvaluation Rating
As a freelance evaluator at Alignerr, I assessed the quality of AI agent responses to identify failure cases and support model training. My work involved developing structured evaluation protocols and refining prompts to enhance accuracy and clarity. I labeled and analyzed model responses for leading-edge Anthropic models, achieving an 85% pass rate. • Evaluated and rated text outputs from AI agents in real-world scenarios. • Crafted and tested prompt variations to improve AI performance. • Provided feedback to data science teams on identified failure cases and edge cases. • Enhanced the clarity and robustness of evaluation frameworks.

As a freelance evaluator at Alignerr, I assessed the quality of AI agent responses to identify failure cases and support model training. My work involved developing structured evaluation protocols and refining prompts to enhance accuracy and clarity. I labeled and analyzed model responses for leading-edge Anthropic models, achieving an 85% pass rate. • Evaluated and rated text outputs from AI agents in real-world scenarios. • Crafted and tested prompt variations to improve AI performance. • Provided feedback to data science teams on identified failure cases and edge cases. • Enhanced the clarity and robustness of evaluation frameworks.

2026 - 2026

Data Labeller, Vision & Text LLMs (Outlier)

ImageClassification
As a freelance data labeller with Outlier, I contributed to the training of vision and text LLMs by organizing and classifying various data types. My main tasks included labeling image and text datasets and evaluating the success rate of model responses. I played a key role in supporting large data annotation projects accruing a 90% success rate in evaluations. • Organized and classified vision and text datasets for large-scale AI model training. • Evaluated more than 200 model responses to gauge model improvement. • Maintained consistency and accuracy across diverse data sources and labeling tasks. • Assisted in improving annotation workflows with feedback to development teams.

As a freelance data labeller with Outlier, I contributed to the training of vision and text LLMs by organizing and classifying various data types. My main tasks included labeling image and text datasets and evaluating the success rate of model responses. I played a key role in supporting large data annotation projects accruing a 90% success rate in evaluations. • Organized and classified vision and text datasets for large-scale AI model training. • Evaluated more than 200 model responses to gauge model improvement. • Maintained consistency and accuracy across diverse data sources and labeling tasks. • Assisted in improving annotation workflows with feedback to development teams.

2025 - 2026

Education

P

PES University

Bachelor of Technology, Computer Science Engineering

Bachelor of Technology
2021 - 2025

Work History

S

Societe Generale

Cybersecurity Analyst

Bangalore
2025 - Present
F

Freelance

Freelance Developer

Bangalore
2022 - 2023