About
I'm a Staff Engineer working on AI/ML platforms, based in Hyderabad. I have ten years of experience across cloud infrastructure, backend services, frontends, data platforms, machine learning and, more recently, LLM systems.
Much of my work has been taking ML models from notebooks to production: building inference APIs for classical ML, deep learning and LLMs, on public clouds and on private, air-gapped GPU clusters. I started working on MLOps in 2017, before the term was widely used, and later built search and ranking systems on Elasticsearch.
Today I focus on LLM platform infrastructure: model gateways, agent frameworks, evaluation, and observability for cost and quality.
Experience
Fanatics
Hyderabad, India
- Staff Engineer, AI/ML PlatformDec 2024 to Present
Fission Labs
Hyderabad, India
- Associate Architect2024
- Technical Lead2023 to 2024
- Senior Software Engineer2019 to 2023
- Software Engineer2017 to 2019
- Associate Software Engineer2016 to 2017
What I work with
LLMs & agents
- LangGraph
- Temporal
- Hugging Face
- vLLM
- AWS Bedrock
ML & search
- PyTorch
- ONNX
- MLflow
- Milvus
- Pinecone
- Elasticsearch
Infrastructure
- Kubernetes
- Helm
- Terraform
- Docker
- GitHub Actions
- AWS
- Vertex AI
Observability
- OpenTelemetry
- Langfuse
- Arize Phoenix
- Prometheus
Data
- Databricks
- Apache Spark
- Delta Lake
- Airflow
- PostgreSQL
Languages & frameworks
- Python
- Rust
- TypeScript
- FastAPI
- Django
- React
Speaking
I recently spoke at Cloud Native Hyderabad on evaluating LLM systems in production. See talks.
Education
- BITS PilaniM.Tech, Data Science and Engineering
- Geethanjali College of Engineering and Technology, JNTUHB.Tech, Electrical and Electronics
Certifications
- Agentic AI ↗Udacity · Jan 2026
- AWS Certified Solutions Architect, Professional ↗Amazon Web Services
- Generative AI Engineer Associate ↗Databricks · 2024
- Data Engineer AssociateDatabricks · 2024
- Data Engineering with AWS ↗Udacity · 2023
Publications
- Detection of Icebergs from SAR Imagery ↗IEEE Xplore · 2020
Awards
- 1st Prize, HackerEarth Machine Learning Challenge #4HackerEarth · 2017