Building enterprise AI at NetApp

Software Engineer · GenAI Builder

I build AI systems that turn complex work into simple outcomes.

Specializing in production-ready Generative AI, RAG systems, and agentic workflows that help teams move faster and make better decisions.

  • LangChain
  • LangGraph
  • OpenAI
  • Claude
  • Python
Bengaluru, India Sarangh Ramesh
2+Years building software
~50%Less manual test effort
1.8B+AR effect impressions
8.6M.Tech CGPA

About

Engineering intelligence into everyday workflows.

I'm a Software Engineer with 2+ years of experience building enterprise AI products—from context-aware RAG pipelines to multi-step agentic systems.

At NetApp, I design AI-assisted testing and automation workflows using LLMs, embeddings, vector databases, and cloud-native infrastructure. My work connects deep technical systems with thoughtful product experiences, reducing manual effort while improving the quality of decisions.

Outside engineering, I explore visual storytelling through UI design, photography, and augmented reality—creative disciplines that shape how I approach clarity, interaction, and craft.

01

GenAI systems

Production-ready LLM applications, prompt systems, evaluations, and model integrations.

02

RAG & agents

Grounded retrieval, vector search, and stateful agents that automate complex workflows.

03

Cloud AI

Containerized AI services and APIs built for AWS, Azure, and Kubernetes environments.

04

Product craft

Human-centered interfaces and visual systems that make advanced technology approachable.

Experience

Where I've made an impact.

Building at the intersection of applied AI, enterprise infrastructure, and developer productivity.

Aug 2024 — Present Bengaluru, India

Software Engineer

NetApp

Current
  • Designed enterprise GenAI applications for automated test-case generation, scenario recommendation, review, and validation.
  • Built RAG solutions that create context-aware testing artifacts from Jira tickets, requirement documents, and technical specifications.
  • Integrated OpenAI and Claude models into assistants that reduced manual test design and automation effort by approximately 50%.
  • Contributed to NetApp AI Data Engine and ONTAP through Kubernetes deployments, API testing, and automation frameworks.
RAGLangChainClaudeKubernetesONTAP
Jul 2023 — May 2024 Bengaluru, India

Software Developer Intern

Danlaw Inc.

  • Developed a V2X and ADAS simulation framework using CARLA and SUMO.
  • Integrated YOLOv8 object detection and designed a PyQt5 interface to simplify test workflows.
PythonCARLASUMOYOLOv8PyQt5

Toolkit

Built with the right tools, not just the trendy ones.

I choose technology around the problem, balancing experimentation with reliability and maintainability.

GenAI & LLMs

Generative AI, Agentic AI, RAG, LangChain, LangGraph, Prompt Engineering, LLMOps, OpenAI, Claude, Llama 3, Hugging Face, Ollama

ML & Data

TensorFlow, PyTorch, NLP, Deep Learning, FAISS, ChromaDB, Milvus, Embeddings, Vector Databases

Engineering

Python, C++, Java, SQL, Flask, REST APIs, Git, Jira

Cloud & DevOps

AWS, Azure, Kubernetes, Docker, NetApp ONTAP, NetApp AIDE

Selected work

Ideas shipped into real systems.

A selection of enterprise, research, and product work across AI and machine learning.

02Research

Stuttering classification with deep learning

Published research classifying stuttering events using Bidirectional LSTM and attention-based deep learning models.

BiLSTMAttentionTensorFlowNLP
03ML Product
Video transcription and summarization application

Video transcription & summarization

Web and Android applications that turn long-form video into searchable transcripts and concise summaries.

Machine LearningFlaskAzureAndroid
View demo

Creative archive

Technology, seen through a creative lens.

Selected experiments in photography, product design, and augmented reality.

Foundation

Learning that became a launchpad.

2019 — 2024CGPA 8.6 / 10

Integrated M.Tech, CSE — AI & ML

Vellore Institute of Technology, Bhopal

Certification2023

Google Data Analytics

Professional Certificate

Let's build something meaningful

Have an ambitious AI idea?
Let's make it real.

I'm always open to conversations about applied AI, thoughtful products, and challenging engineering problems.

Start a conversation on LinkedIn