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Amruth S.

Amruth S.

AI & Machine Learning Engineer · Senior

India · Rate on request

Professional Overview

As an IIT alumnus and former Qualcomm AI Engineer with over 4 years of experience, I specialize in bridging the gap between cutting-edge research and production-grade software. I focus on architecting autonomous AI Agents and high-precision RAG pipelines, with a deep specialization in LLM observability and evaluation utilizing LangChain, Langfuse,

Experience

Company
Metlife
Mar 2026 – Jul 2026
Role title
Senior AI Engineer

AI Expertise

AI & Machine Learning Engineers MLOps & AI Infrastructure

Skills

LangChain LlamaIndex Hugging Face Prompt Engineering MLflow AWS Azure Python

Employment Type

Full-time

Description of Responsibilities

  • Engineered fuzzy paragraph retrieval + LLM prompting for 98% PDF recall.
  • Engineered scalable data pipelines on Azure Container Apps and App Services.
  • Designed a React, Node.js, and FastAPI microservice stack for AI processing.
Company
Qualcomm
Jun 2024 – Mar 2026
Role title
AI Engineer

AI Expertise

AI & Machine Learning Engineers MLOps & AI Infrastructure

Skills

Python RAG MLflow Hugging Face Prompt Engineering LangChain LlamaIndex

Employment Type

Full-time

Description of Responsibilities

  • Implemented RAG for Qualcomm Neural Processing SDK (82% Recall@K)
  • Automated eval triggering; achieved 95% LLM-as-a-judge accuracy.

Areas of Expertise

AI & Machine Learning Engineers

Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.

NLP & Prompt Engineering

Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.

Automation & AI Workflows

Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.

Current location

India

Time Zone

Kolkata UTC+5.5

Primary Work Language

English

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