Nikhil Kumar
Machine Learning Engineer
- Role
- Ml Ai Engineer at Graycell Technologies
- Location
- Chandigarh, IN
- LinkedIn followers
- 500 followers
About Nikhil Kumar
I am a Machine Learning & AI Engineer with 4 years of experience in designing…
Experience
Ml Ai Engineer
Nov 2024 — Present
Developed LLM agent architecture using Llama Stack to replace traditional state machines,reducing code complexity by 40% while improving conversation capabilitiesImplemented Retrieval-Augmented Generation (RAG) systems to enhance agent responseswith contextual knowledge from multiple data sourcesBuilt FastAPI endpoints and async services for conversation management, integrating withDynamoDB for persistent storage of conversation historyCreated multi-tenant agent framework supporting customizable deployments for dierentcustomers with isolated data and configurationIntegrated analytics pipelines with Grafana and Superset dashboards for real-time monitoringof conversation metrics and agent performance
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