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Vasantharaj Subramanian
Principal Software Architect specializing in AI/ML and cloud-native full-stack platforms
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About
AI/LLM engineer who built a production content-generation system for nursing education, combining multimodal RAG over proprietary PDFs (including images) with structured Cosmos DB data and external sources. Strong focus on production reliability—prompt-chaining with LangChain, validation/guardrails, and Azure-based monitoring/observability—plus experience designing Azure AI agents with tool integrations like Bing Search.
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Key Strengths
- Built and deployed LLM-based content generation product for nursing education
- Integrated multimodal RAG with internal proprietary data and external resources
- Handled ingestion/vectorization of PDFs with images plus structured JSON data in Cosmos DB
- Improved LLM output quality using prompt templates, LangChain multi-prompt chaining, validations, and guardrails
- Production-oriented orchestration and observability using Docker/Kubernetes and Azure Monitor/Application Insights
- Designed agent workflows in Azure AI Agent Service with tool integrations (e.g., Bing Search, MCP)
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