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Keerthi Basam
Mid-level Software Engineer specializing in AI/ML and cloud-native backend systems
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About
Built and deployed an end-to-end fintech product, FinSight, for bank statement analysis and financial Q&A using a production-style RAG architecture. Stands out for combining FastAPI, OpenAI embeddings, FAISS, hybrid SQL/vector retrieval, and practical reliability work like chunking optimization, validation, and low-latency performance tuning.
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Key Strengths
- end-to-end ownership of fintech deployment
- production RAG architecture for financial query analysis
- low-latency backend and real-time query optimization
- hybrid retrieval design combining vector search and SQL filtering
- systematic debugging of non-deterministic RAG failures
- resilient handling of messy and incomplete financial data
- user-centric focus on response clarity and relevance
- API communication and documentation with Swagger
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