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Sanskruti K

@sanskrutik

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I build and evaluate LLM agents, RAG systems, and machine-learning solutions for real-world decision-making.

United Kingdom

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What I'm looking for

I'm looking to build and evaluate practical LLM, agentic AI, RAG, and machine-learning systems, combining research rigour with production-focused experimentation and measurable evaluation.

I've built and evaluated LLM-driven systems across GRW Talent, Inaiways Technology, and academic research. At GRW Talent, I designed LangSmith evaluations for RAG pipelines and benchmarked five candidate-job matching approaches, reaching 97% agreement across methods.

I built an AI resume-generation agent coordinating Gemini, Claude, Mistral, and Groq APIs, analysing instruction-following and latency trade-offs. My Financial RAG project uses LangGraph agents, hybrid retrieval, Qdrant, reranking, and automated faithfulness checks against SEC XBRL ground truth.

My research includes ANN and Self-Organizing Map experiments, clustering, and visualisation, with chapters co-authored for the Encyclopedia of Engineering Optimization and Heuristics. I'm completing an MSc in Artificial Intelligence at the University of Edinburgh, investigating whether vision-language models can assess skill level from egocentric and exocentric video.

Experience

Work history, roles, and key accomplishments

AI & Technical Product Support Intern

GRW Talent Ltd

Nov 2025 - Feb 2026 (3 months)

Designed and ran LLM evaluations in LangSmith measuring context relevance, answer faithfulness, and retrieval precision across RAG pipeline variants. Benchmarked five candidate-job matching approaches, achieving 97% agreement across methods.

Langsmith RAG Multi agent orchestration LangGraph TF IDF LightGBM Neural Bandits Evaluation

Research Intern

Institute of AI, MIT World Peace University

Dec 2024 - Jun 2025 (6 months)

Conducted experimental research on ANNs and Self-Organizing Maps, designing experiments with self-compiled datasets and applying clustering and visualisation. Co-authored two chapters in the Encyclopedia of Engineering Optimization and Heuristics.

Self Organizing Maps Matlab Clustering Data Visualization Research

AI/ML Engineer Intern

Inaiways Technology Pvt Ltd

Jul 2024 - Oct 2024 (3 months)

Built an AI agent integrating multiple LLM models for automated resume generation, coordinating across Gemini, Claude, Mistral, and Groq APIs. Collaborated on end-to-end ML model development and executed code reviews.

AI Integration Gemini Claude Mistral GROQ Prompt Engineering AI ML Development Code Review

Education

Degrees, certifications, and relevant coursework

University of Edinburgh

Master of Science, Artificial Intelligence

Pursuing an MSc in Artificial Intelligence, with a dissertation investigating whether vision-language models can assess skill level from egocentric and exocentric videos using EgoExo4D across multiple activity domains.