About
A flashy LLM demo takes a weekend. An AI agent you can actually run in production — that's the real work.
Full-Stack AI Engineer building LLM-powered, agentic systems with LangChain, LangGraph, RAG, and MCP over Claude (AWS Bedrock) and OpenAI. Proven impact in agent guardrails, LLM observability, and cost optimization — shipping well-tested AI systems on AWS and Azure for enterprise clients in fintech, publishing, and telecom.
I’m a 6+ years Full-Stack AI Engineer based in India, currently a Senior AI Engineer at Edstem Technologies. I care about the unglamorous parts — guardrails, observability, cost, and test coverage — because that’s what separates a demo from a system you can trust in production.
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Skills & stack
Generative AI & LLM
- LangChain
- LangGraph
- Agentic AI
- Multi-Agent Systems
- RAG
- Model Context Protocol (MCP)
- Prompt Engineering
- LLM Observability (Langfuse)
- Agent Guardrails
- AI Safety & Evaluation
- LLM Cost Optimization
- AWS Bedrock (Claude)
- OpenAI API
Vector DBs & Data
- Pinecone
- Qdrant
- PostgreSQL
- MongoDB
- MySQL
- Redis
Languages
- Python
- TypeScript
- JavaScript
- SQL
- Java
Backend
- FastAPI
- Node.js
- Express.js
- Flask
- REST APIs
- Microservices
- Server-Sent Events (SSE)
- WebSockets
- Pydantic
- async/await
Frontend
- React
- Next.js
- Redux
- Zustand
- TanStack Query
- TypeScript
- Vite
- Tailwind CSS
- Material UI
Cloud & DevOps
- AWS (Bedrock, SageMaker, Lambda, ECS, Step Functions, S3, EC2, IAM, VPC)
- Azure (App Services, Functions, AI Services, DevOps)
- Docker
- Kubernetes
- Terraform
- GitHub Actions
- Jenkins
- CI/CD
Testing & Tooling
- pytest
- Bruno
- Langfuse
- Git
- Postman
- JIRA
Experience
May 2021 – Present
Remote · India
Senior AI Engineer
Edstem Technologies Pvt. Ltd
- ↳Architected AI-enabled applications (Python, FastAPI) for enterprise clients, improving load time 40% and reducing latency 30%.
- ↳Cut deployment time 60% with CI/CD pipelines (Jenkins, GitHub Actions); lowered production issues 35% through code reviews and continuous testing.
- ↳Mentored 50+ engineers in Python, Node.js, and React, accelerating delivery 50% and standardizing team workflows.
Jun 2019 – Aug 2020
Proddutur, India
Management Trainee
More Retail Limited
- ↳Oversaw inventory, purchase orders, and reporting in SAP Retail and SIM systems, supporting demand forecasting and stock optimization.
Education
Full Stack Web Development
Masai School
Aug 2020 – Apr 2021 · Online, India
MBA (Marketing)
KSRM College of Management Studies
May 2017 – Apr 2019 · Kadapa, India
B.Sc. (Mathematics, Statistics & Computer Science)
Sri Venkateswara Degree College
May 2014 – Apr 2017 · Kadapa, India
Certifications
- AWS Certified AI PractitionerAmazon Web Services
- Agentic AIDeepLearning.AI (Andrew Ng)
- Claude Code in ActionAnthropic
- LangChain for LLM Application DevelopmentDeepLearning.AI
Awards
- ✦Received the Endeavor Star Award for exceptional commitment and value creation.
- ✦Delivered technical lectures at internal company events, driving cross-team knowledge sharing.