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Sri Polavarapu
Mid-level Software Engineer specializing in full-stack development, data engineering, and GenAI
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About
Built and deployed an LLM product called "Content Craft" combining BART-based summarization with a RAG Q&A chatbot using LangChain, embeddings, and a vector database. Has hands-on MLOps experience containerizing and serving models with FastAPI and running them on Kubernetes with monitoring, self-healing, and autoscaling, and has practical experience reducing hallucinations through structured prompting.
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Key Strengths
- Built and deployed an LLM-powered app (summarization + RAG Q&A) using LangChain
- Reduced chatbot hallucinations via prompt engineering (few-shot + system prompts)
- Production ML deployment with Docker + FastAPI on Kubernetes
- Reliability mindset: clear I/O specs, logging, edge-case test prompts, production monitoring/alerts
- Model/workflow evaluation using quantitative metrics (accuracy, recall) and feedback loops
- Able to translate non-technical business goals into AI requirements and measurable metrics
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