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HarshaVardhanRao Vemuganti
Junior AI/ML Engineer specializing in Generative and Agentic AI
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About
Built and deployed a production-grade LLM agent for credit management and accounts receivable automation, integrating ERP/MySQL data via a RAG pipeline and exposing services through FastAPI with Pydantic-validated outputs on AWS Bedrock. Emphasizes reliability and compliance for financial operations using schema validation and human-in-the-loop review, reporting ~32% reduction in manual work and ~41% improvement in response time/reliability.
Experience
Education
Key Strengths
- Built and deployed production LLM agent system for finance (credit management/AR)
- Designed multi-step agent orchestration with LangGraph (retrieval, enrichment, reasoning, generation)
- Implemented reliability controls for financial operations (RAG grounding, Pydantic schema validation, HITL for high-risk actions)
- Delivered measurable impact: 32% reduction in manual effort/manual reviews
- Improved response times/output reliability by ~41%
- Strong cross-functional collaboration translating finance requirements into technical workflows
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