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nivith1029/README.md

๐Ÿ‘‹ Hi, I'm Nivith Avula

๐Ÿš€ Generative AI Engineer | LLMs โ€ข RAG โ€ข Agentic AI โ€ข Cloud Systems

๐Ÿ“ United States ย ย  ๐Ÿ“ง Nivith1029@gmail.com ย ย  ๐Ÿ“ž +1 (469) 605-3132 ย ย  ๐Ÿ”— LinkedIn ย ย  ๐ŸŒ Portfolio


๐Ÿง  About Me

Generative AI Engineer with 5+ years of experience building production grade AI systems across supply chain, banking, healthcare, energy, manufacturing, and enterprise platforms.

I build GenAI features that people can rely on day to day turning messy documents and operational data into something searchable, wiring it into clean workflows that return accurate, grounded answers, and adding agent-style orchestration when the use case needs more than one step.

I care deeply about the "boring but important" parts: retrieval quality, stable prompts, output validation, access control, and good logging/monitoring.

What I build: RAG over docs Agent workflows Document intelligence Model/API serving Cloud-native platforms

How I work: Security-first Clean APIs CI/CD + IaC Monitoring Iterate with evaluation + UAT


๐Ÿš€ Featured Projects

๐ŸŽ™๏ธ IMDB Conversational Voice Agent

Production-grade GenAI-powered conversational agent for exploring IMDB's Top 1000 movies.

What it does:

  • ๐ŸŽค Accepts voice input via Whisper speech-to-text
  • ๐Ÿง  Intelligent query routing โ€” classifies queries as structured (SQL), semantic (vector search), or hybrid
  • ๐Ÿ” Retrieves IMDB data using semantic search over ChromaDB + SQLite
  • ๐Ÿ’ฌ Generates contextual answers using OpenAI GPT-4o
  • ๐Ÿ”Š Responds with text + voice output via TTS

Tech Stack: Python LangGraph OpenAI GPT-4o ChromaDB SQLite Streamlit Whisper TTS

๐Ÿ”— View Repository โ†’


๐Ÿ“š RAG PDF Assistant (Ollama + FastAPI + FAISS)

Local Retrieval-Augmented Generation system โ€” upload PDFs and ask contextual questions without paid APIs.

What it does:

  • ๐Ÿ“‚ Upload & index PDFs
  • ๐Ÿงฎ Generate embeddings locally via Ollama
  • ๐Ÿ’พ Store vectors using FAISS
  • ๐Ÿ” Perform semantic search with citations
  • ๐Ÿ—‚๏ธ Filter responses by filename
  • ๐Ÿ  Fully local LLM inference โ€” no paid APIs required

Architecture: Client โ†’ FastAPI โ†’ FAISS โ†’ Ollama (Embeddings + LLM)

Tech Stack: Python FastAPI Ollama FAISS PyPDF Pytest Ruff GitHub Actions CI

๐Ÿ”— View Repository โ†’


๐Ÿ’ผ Experience


๐Ÿ”ท Blue Yonder ย |ย  Generative AI Engineer ย |ย  ๐Ÿ“ Coppell, TX ย |ย  Jul 2025 โ€“ Present

Enterprise RAG with Azure OpenAI + Cognitive Search ยท Multi-agent workflows with LangGraph ยท CI/CD on AKS ยท Monitoring with Prometheus + Grafana

Azure OpenAI LangChain LangGraph RAG Azure Cognitive Search AKS FastAPI Go


๐Ÿ”ท UBS ย |ย  AI Engineer ย |ย  ๐Ÿ“ New York, NY ย |ย  Jul 2024 โ€“ Jun 2025

Regulated GenAI in banking ยท Compliance RAG with OpenSearch + FAISS ยท Document intelligence with Textract ยท Secure infra with Terraform on EKS

Amazon Bedrock SageMaker OpenSearch FAISS Textract Neo4j FastAPI Terraform


๐Ÿ”ท Landis+Gyr ย |ย  Fullstack AI Engineer ย |ย  ๐Ÿ“ Atlanta, GA ย |ย  Jan 2024 โ€“ May 2024

Smart-energy AI with Bedrock + LangChain + CrewAI ยท Forecasting & anomaly detection with SageMaker + TensorFlow ยท High-volume IoT pipelines with Kinesis + Spark

Amazon Bedrock LangChain CrewAI OpenSearch FAISS SageMaker IoT Core Kinesis


๐Ÿ”ท UHG ย |ย  Python Full Stack Engineer ย |ย  ๐Ÿ“ Dallas, TX ย |ย  Sep 2023 โ€“ Dec 2023

Healthcare ML pipelines on GKE + Vertex AI ยท NLP & computer vision with BERT/GPT ยท Reproducible training with Kubeflow ยท BigQuery + Dataflow for analytics

Python Flask Django GKE Vertex AI Kubeflow MLflow BigQuery Dataflow


๐Ÿ”ท Celanese ย |ย  Python Developer ย |ย  ๐Ÿ“ Irving, TX ย |ย  May 2023 โ€“ Aug 2023

Enterprise manufacturing microservices ยท API gateways with auth + rate limiting ยท Event-driven pipelines with Kafka ยท IaC with Terraform + Ansible

Python FastAPI Flask Django Azure Functions AKS Kafka Terraform Ansible


๐Ÿ”ท Altimetrik ย |ย  Python Developer ย |ย  ๐Ÿ“ Pune, India ย |ย  Aug 2020 โ€“ Jul 2022

Full-stack Django applications & internal tools ยท Data processing with Python + Spark ยท CI pipelines with Jenkins ยท AWS hosting and cloud workflows

Python Django HTML/CSS/JS Spark Jenkins Linux AWS



๐Ÿ—๏ธ Tech Stack

๐Ÿ’ป Backend

Python Go Java Scala FastAPI Flask Django Spring Boot REST APIs GraphQL gRPC WebSockets SQL NoSQL SQLAlchemy

๐Ÿค– Generative AI

Azure OpenAI Amazon Bedrock OpenAI APIs LangChain LangGraph CrewAI LlamaIndex LoRA QLoRA Prompt Engineering

๐Ÿ”Ž Vector & RAG

FAISS Pinecone Weaviate Neo4j ChromaDB Azure Cognitive Search OpenSearch

โ˜๏ธ Cloud

Azure AWS GCP Docker Kubernetes Terraform Ansible GitHub Actions

๐Ÿงช ML & Data

SageMaker Vertex AI Kubeflow MLflow TensorFlow Hugging Face Spark Kinesis Kafka BigQuery Dataflow

๐Ÿ“Š Observability

Prometheus Grafana OpenTelemetry CloudWatch


๐ŸŽ“ Education

University of North Texas โ€” M.S. Information Systems & Technology (Aug 2022 โ€“ May 2024)


๐Ÿ“œ Certifications

  • โœ… AWS Certified Solutions Architect
  • โœ… HashiCorp Terraform Associate
  • โœ… Microsoft Azure Fundamentals (AZ-900)

๐Ÿ”ฅ Current Focus

๐Ÿ•ต๏ธ Agentic AI at scale
๐Ÿข Enterprise RAG systems
โš™๏ธ  LLMOps & governance
๐Ÿ”’ Secure cloud-native AI

๐ŸŒ See Full Project Walkthroughs


Open to collaborations, senior AI engineering roles, and consulting opportunities.
๐Ÿ“ง Nivith1029@gmail.com ย |ย  ๐Ÿ“ž +1 (469) 605-3132

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