Théâtre D'opéra Spatial, an AI-generated artwork by Jason M. Allen (public domain)

Hi, I’m

Adithya K P Bhat

Machine Learning Engineer

New York, NY · Bengaluru, India

building production AI systems. I care deeply about bridging the gap between ML research and reliable, scalable software.

01 — Work

Featured Work

Production systems, open-source tools, and side projects

Enterprise RAG System

Production Retrieval-Augmented Generation platform serving 5,000+ users across multiple enterprise clients. Full pipeline — document ingestion, vector search, prompt engineering, and LLM orchestration.

5,000+ users82% faster retrievalProduction scale

Python LangChain OpenAI Vector DB FastAPI Azure

Multi-tenant Agentic AI Platform

Multi-tenant platform for deploying autonomous AI agents across enterprise use cases. Isolated agent workflows, tool registries, and observability dashboards per tenant.

12+ deployments99.5% uptimeMulti-tenant

Python LLM Agents Kubernetes Redis PostgreSQL

AI Quality Assurance System

Automated QA system using LLMs to validate AI-generated content at scale. Reduced manual review effort and caught critical errors before production.

$600K+ savingsAutomated QAProduction

Python LLMs NLP Evaluation Frameworks

02 — Skills

What I Do

Core competencies across AI/ML, infrastructure, and software engineering

AI / ML

LLMs & Generative AI RAG Systems Agentic AI NLP / NLU ML Pipelines Prompt Engineering Fine-tuning Evaluation & QA

Frameworks & Tools

LangChain LlamaIndex OpenAI API Hugging Face PyTorch scikit-learn MLflow Weights & Biases

Infrastructure

AWS Azure GCP Kubernetes Docker Terraform CI/CD Vector Databases

Languages & Web

Python TypeScript SQL Bash FastAPI Astro React Node.js

03 — Timeline

Timeline

Career milestones and key experiences

2024 - present

work

Guest Lecturer and Industry Expert Alum at BMSCE

2023 - present

work

ML Engineer @ Thoughtworks

Building production Generative AI and LLM powered systems: enterprise RAG platforms, multi-tenant agentic AI architectures, and AI quality assurance systems at scale.

2020 — 2024

study

BE at B.M.S College of Engineering, Bengaluru

Major in Artificial Intelligence and Machine Learning

04 — Speaking

Speaking & Teaching

Conferences, workshops, and guest lectures

Building Production RAG Systems

GIDS (Great International Developer Summit) — 2024

Shared lessons from building enterprise-grade RAG systems — covering retrieval strategies, chunking approaches, evaluation, and production deployment patterns.

Practical Agentic AI

XConf by Thoughtworks — 2024

Explored the landscape of agentic AI architectures, tool-use patterns, and how to build reliable autonomous systems for enterprise use cases.

Guest Lecturer — Applied ML

University Guest Lecture — 2023

Delivered a guest lecture on applied machine learning, covering the gap between academic ML and production-grade ML systems.

GenAI 101 — Internal Workshop

Internal Training — 2023

Designed and led a multi-session workshop introducing generative AI concepts, LLM fundamentals, and hands-on prompt engineering to engineering teams.

06 — Writing

Latest from the Blog

Writing about ML, mathematics, AI systems, and technology