Anuj Kumar

Operations Associate

Uttar Pradesh, India2 yrs experience
AI ML PractitionerAI Enabled

Key Highlights

  • 5,000+ model interactions evaluated.
  • Co-built AI-powered tutor used by millions.
  • Expert in RLHF and prompt engineering.
Stackforce AI infers this person is a skilled EdTech professional with expertise in AI training and evaluation.

Contact

Skills

Core Skills

BiologyScience EducationRlhfLlm EvaluationTranslationSeoContent DevelopmentAi Product DevelopmentTeachingBotanyLife Sciences

Other Skills

Molecular BiologyCell BiologyPrompt EngineeringSFTTranscript WritingAudio/Video AnnotationNatural Language ProcessingSearch Engine Optimization (SEO)Technical WritingContent Management Systems (CMS)Video ScriptingKeyword ResearchCurriculum DevelopmentQuality AssuranceOnline Teaching

About

You know that moment when ChatGPT sounds completely confident but completely wrong? I fix that. I'm an AI Trainer specializing in RLHF, prompt engineering, and cross-lingual evaluation. I make language models smarter by catching their mistakes: hallucinations, bad reasoning, and cultural misunderstandings in translation. I've evaluated 5,000+ prompts and responses, created complex edge prompts to reveal models' limits, built debugging frameworks, and co-created an AI tutor used by millions. My Background: Biology teacher → SEO content strategist (40+ #1 Google rankings) → AI trainer. Teaching humans and AI to think clearly, use the same skills. What makes me different? I'm not from tech—I came from teaching and content. That perspective helps me spot user problems, not just technical bugs. Currently: Fine-tuning models at Soul AI & Outlier. Open to: AI training projects (freelance/full-time), especially in AI evaluation, prompt engineering, and quality assurance.

Experience

2 yrs
Total Experience
2 yrs
Average Tenure
--
Current Experience

Pw (physicswallah)

3 roles

Doubt Faculty NEET Biology

Sep 2025Present · 8 mos · Remote

  • Solving doubts of students asked in live lectures.
BiologyMolecular BiologyCell BiologyScience Education

Biology Content Faculty & AI Product Developer

Promoted

Apr 2023Jan 2025 · 1 yr 9 mos · Uttar Pradesh, India · Remote

  • Co-built "AI Guru Personalized Tutor" – AI-powered learning system used by millions of students.
  • Built and launched QBG Portal – question bank generator used by 500+ content creators.
  • Created and reviewed botany content across multiple examination boards (NEET, CBSE, UP, Bihar).
  • Produced and quality-checked book series, scholarship tests, practice sheets, digital materials, and question banks.
AI Product DevelopmentBiologyCurriculum DevelopmentQuality Assurance

Academic Associate Botany

Nov 2022Mar 2023 · 4 mos · Uttar Pradesh, India · Remote

  • Worked in verification and review of NEET Botany Content.
Online TeachingBotanyWeb Content WritingSearch Engine Optimization (SEO)Teaching

Soul ai

Top AI Contributor

May 2024Present · 2 yrs · India · Remote

  • Fine-tuned LLMs using RLHF.
  • Evaluated 5,000+ model interactions.
  • Built debugging frameworks reducing model error rates.
  • Identified hallucinations, reasoning failures, and provided fix recommendations.
Prompt EngineeringRLHFSFTLLM Evaluation

Outlier

Biology and Hindi AI Trainer

Feb 2024Jun 2025 · 1 yr 4 mos · Remote

  • 1,000+ advanced biology prompts created in molecular biology and genetics.
  • Cross-lingual AI evaluation (English-Hindi) with cultural nuance focus.
  • Built multimodal datasets (audio, video, text) for speech models.
BiologyTranslationTranscript WritingAudio/Video AnnotationNatural Language Processing

Study.com

SEO Content Writer and Video Creator

Jan 2024May 2025 · 1 yr 4 mos · Remote

  • Authored 100+ SERP-optimized articles with 40+ achieving #1 Google rankings.
  • Created content across 10+ domains including biology, medicine, psychology, mathematics, and finance.
Search Engine Optimization (SEO)Technical WritingContent Management Systems (CMS)Video ScriptingKeyword ResearchSEO+1

Srs inter college

Biology Teacher

Jul 2021Oct 2022 · 1 yr 3 mos · On-site

  • Delivered engaging biology instruction to 100+ students in Grades 9-12.
  • Developed teaching methodologies that simplified complex scientific concepts.
TeachingLife SciencesPlant BiologyScience Education

Education

Central University of Haryana

Master's degree

Dec 2020Jul 2022

Kurukshetra University

Bachelor's degree

Jul 2017Oct 2020

Jawahar Navodaya Vidyalaya - JNV

Senior Secondary

Apr 2017Present

Maharishi Vidya Mandir Senior Secondary School

Higher Secondary

May 2015Present

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