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Vamshi Arempula

Senior AI/ML Engineer specializing in Generative AI, RAG, and agentic systems

Senior GenAI / AI ML Engineer – RAG, Agentic Systems & MLOps6 years experienceSeniorFinancial ServicesHealthcareHealthcare IT
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About

GenAI/LLM ML engineer (currently at Webprobo) building an enterprise GenAI platform with document intelligence and automation on AWS and blockchain. Has hands-on experience with RAG, LLM evaluation tooling, and orchestrating production LLM workflows with Apache Airflow, plus deep exposure to reliability challenges in globally distributed/edge deployments. Also partnered with business/marketing stakeholders at a banking client to deliver an AI-driven customer retention insights solution.

Experience

Senior GenAI / AI ML Engineer – RAG, Agentic Systems & MLOpsWellmark BCBS
GenAI / AI ML Engineer – RAG Systems, Automation & Applied AIWells Fargo
Data Analyst – Marketing & Customer AnalyticsValue Labs

Education

Indiana Wesleyan Universitymaster, Information Technology Project Management

Key Strengths

  • Built and deployed enterprise GenAI/document intelligence automation systems using AWS and blockchain
  • Designed and improved RAG pipelines; focused on retrieval accuracy and reducing iteration cycles
  • Experience operating AI systems in real-time, globally distributed environments (edge + distributed state sync)
  • Reliability engineering mindset for distributed systems (degraded-mode design, fail-fast, failure-mode testing, network partition simulations)
  • Production workflow orchestration for LLM pipelines (Airflow for ETL, model training, batch inference)
  • Structured evaluation approach for AI agents (dataset comparisons, ongoing testing, A/B testing, feedback evaluation)
  • Cross-functional delivery with non-technical stakeholders (banking retention/customer research use case)

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Languages

English

Skills

A/B TestingAES-256 EncryptionAgileAgile ScrumAirflowAmazon API GatewayAmazon BedrockAmazon Bedrock Knowledge BasesAmazon CloudWatchAmazon OpenSearchAmazon QuickSightAmazon RedshiftAmazon SageMakerAmundsenAnomaly Detection