Anurag S.

Key Skills

Software

Other

Clickworker

Data Annotation Tech

OneForma

Remotasks

Toloka

Axiom AI

CrowdSource

Top Subject Matter

LLM code quality evaluation and training data curation

Radar-based object detection and classification

Resume-based AI tutoring and RAG response generation

Top Data Types

Text

3D Sensor

Document

Top Task Types

Object Detection

Prompt + Response Writing (SFT)

Function Calling

RLHF

Text Summarization

Fine-tuning

Computer Programming/Coding

Data Collection

Freelancer Overview

Outlier.ai — AI Model Evaluator/Trainer (Freelancer). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other, N, and A. Education includes Bachelor of Technology, Hindustan College of Science and Technology (2026) and Higher Secondary Certificate (12th Standard), Air Force School (2022). AI-training focus includes data types such as Text, 3D Sensor, and Computer Code and labeling workflows including Evaluation, Rating, and Object Detection.

Labeling Experience

Founders First — Agentic AI with Retrieval-Augmented Generation (Project)

TextFunction Calling

Built an agentic AI platform that retrieves and matches government schemes and generates personalized startup roadmaps. Designed a stateful multi-turn conversational agent with persistent memory to produce consistent, context-aware outputs across tasks. Integrated multiple AI tools (scheme retrieval, profile fetching, roadmap generation, and real-time web search) within a LangGraph agent graph to support end-to-end generative workflow. • Matched 830+ government schemes to user profiles • Generated personalized startup roadmaps via multi-tool agent orchestration • Implemented stateful multi-turn dialogue with persistent memory (PostgreSQL checkpointer) • Integrated tool calls for retrieval, generation, and web search in one agent graph

2025 - Present

AI Career Guidance Bot — Agentic AI with Retrieval-Augmented Generation

Prompt + Response Writing (SFT)

Built an agentic AI career guidance bot using retrieval-augmented generation to analyze resumes and suggest learning paths. Structured interactions and knowledge retrieval to generate tailored recommendations, effectively producing curated input-output behavior for LLM-driven tutoring. Implemented RAG with vector databases to improve recommendation relevance versus a baseline QA system. • Analyzed student resumes to generate learning path suggestions • Implemented RAG with vector databases for contextual retrieval • Improved recommendation relevance by 25% compared to baseline • Delivered career guidance outputs to 50+ students with 90% positive feedback

2026 - 2026

Outlier.ai — AI Model Evaluator/Trainer (Freelancer)

OtherText

Evaluated and ranked AI-generated code responses for quality, correctness, and instruction-following across multiple programming languages. Contributed to alignment and fine-tuning of large language models by performing systematic model response assessments. Ensured the evaluated outputs met task requirements and performed as expected against given prompts or specifications. • Assessed response quality, factual correctness, and adherence to instructions • Performed comparative ranking among candidate code responses • Evaluated across multiple programming languages • Supported LLM alignment/fine-tuning workflows through feedback signals

2026 - 2026

Indian Army — Research Intern

3D SensorObject Detection

Worked on object detection and classification using Doppler radar micro-signatures for defense surveillance. Developed machine learning pipelines aimed at reliable target recognition and subsequent classification outputs. Focused on transforming radar signals into labeled model-ready representations for training and evaluation. • Built/iterated ML pipelines for radar-based detection • Focused on target recognition and classification tasks • Worked with Doppler radar micro-signature data representations • Supported model development for defense surveillance use cases

2025 - 2025

Education

Work History