Naveen Vivek

ProjectsAgents

Jarvis AI

Multi-tier retrieval-augmented generation on AWS that answers questions from an internal wiki, with retrieval choices backed by benchmarks.

Year
2025
Area
Agents
Built with
AWS Bedrock, OpenSearch, Lambda, SQS

Jarvis AI answers engineers’ questions from the internal wiki. The pipeline scrapes pages through SQS, embeds them with Lambda, searches with OpenSearch and answers with Bedrock.

Before choosing a design, I compared chunking strategies (fixed-size, sentence-based and semantic), dense, sparse and hybrid retrieval, and several embedding models on retrieval quality.