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Kranthi Kumar Karupati
Mid-level Generative AI Engineer specializing in LLM apps, RAG, and MLOps
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About
LLM/GenAI engineer with US Bank experience building a production financial-document intelligence platform using LangChain/LangGraph, GPT-4, and Amazon OpenSearch. Delivered a RAG-based assistant for compliance/audit teams with grounded, cited answers, focusing on reducing hallucinations and latency, and deployed securely on AWS (SageMaker/EKS) with CI/CD and evaluation tooling (LangSmith, RAGAS).
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Key Strengths
- Built and deployed production RAG system for financial compliance/audit document search and Q&A
- Reduced hallucinations ~40% via structured grounding prompts and 'I don't know' behavior
- Designed multi-agent workflows (retrieval/validation/summarization) and improved coordination with shared memory/context manager
- End-to-end AWS deployment experience (SageMaker, EKS) with CI/CD and security controls (IAM, KMS)
- Evaluation-driven development using LangSmith and RAGAS for faithfulness/grounding plus end-to-end latency/accuracy testing
- Effective collaboration with non-technical compliance/audit stakeholders; translated pain points into requirements and iterated with early UI mockups
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