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Ashutosh Kumar

@ashutoshkumar30

LLM evaluator at Ethara AI, assessing outputs for factuality, relevance, and instruction following.

India
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At Ethara AI, I evaluate and annotate AI/LLM outputs against structured criteria for instruction following, factuality, relevance, and response quality. I review model behavior across large volumes of content and document errors and inconsistencies.

I apply labeling and evaluation guidelines to support accuracy and consistency in post-training workflows. My work includes prompting, tokens, model behavior, and RLHF/RLVR concepts.

Through independent OSINT research, I practice verifying information across public web sources and documenting evidence. I also study web and API security using OWASP methodologies, TryHackMe learning rooms, and authorized labs.

Experience

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Education

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KM

KCC Institute of Technology & Management

Master of Business Administration, Marketing

2024 - 2026

Pursued an MBA in Marketing with relevant coursework in market research, business research, digital marketing, strategic analysis, and project management.

Tech stack

Software and tools used professionally

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