Industry work
Retrieval and citations
Hybrid retrieval, query transformation and citation generation for enterprise AI.
2024–2025Role period
The work
Built backend and DevOps capabilities for an AI application serving 40K+ users. Integrated OpenSearch, Amazon Bedrock, DynamoDB and LlamaIndex, with query transformation, hybrid retrieval, agentic chunking and citations.
Context
Factuality assessment, retrieval and enterprise AI infrastructure.
Scope
Industry outcomes are drawn from my resume. Client source code and implementation details are not publicly shared.