Open to Opportunities

Aishwarya Pentyala

AI Engineer

Building intelligent systems with LLMs, RAG pipelines, and MLOps — turning complex AI research into production-ready applications.

Python LLMs RAG AI Agents MLOps AWS NLP LangChain FastAPI Langfuse

Engineer. Researcher. Builder.

Aishwarya Pentyala

I’m an AI Engineer with 4+ years of experience building production-grade AI platforms, specializing in Generative AI, agentic workflows, and scalable ML systems. I hold an MS in Artificial Intelligence.

I design and deploy end-to-end AI solutions — from fine-tuning foundation models and architecting RAG pipelines to building FastAPI services, AI agents with tool calling, and cloud-native MLOps workflows. My work spans AWS (Bedrock, Lambda, ECS), LangChain/LangGraph, vector databases,Langfuse for observability and full-stack deployment of LLM-powered applications.

Recently, I’ve built voice assistants, LLM evaluation APIs, and knowledge-aware AI systems that operate reliably in real production environments.

I’m passionate about pushing the boundaries of what AI can do and translating cutting-edge research into real-world impact. I enjoy solving complex problems at the intersection of AI engineering, system design, and applied research — turning experimental models into scalable, user-facing products.

12+ AI/ML Projects
4+ Years Experience
MS in AI

Tools & Technologies

AI / Machine Learning

LLMs RAG Systems Fine-tuning (PEFT / LoRA) NLP Deep Learning LangChain CrewAI Hugging Face TensorFlow PyTorch Sentence Transformers OpenAI SDK

Languages

Python SQL TypeScript JavaScript

Cloud & Infrastructure

AWS Google Cloud Platform Docker GitHub Actions MLOps Snowflake Azure AI CI/CD

Frameworks & Libraries

Streamlit FastAPI Django React Pandas Numpy ChromaDB FAISS Langfuse

Tools & Platforms

VS Code Jupyter Git Cursor Hugging Face Hub MLflow Claude Code