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Adithya Sharma
Mid-level AI/ML Engineer specializing in MLOps, NLP, and Generative AI
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About
Built and deployed a production LLM-powered text-to-SQL/document intelligence chatbot on AWS that lets non-technical business users query complex enterprise databases in plain English. Demonstrates deep practical expertise in schema-aware prompting, embeddings-based schema retrieval, SQL safety/validation guardrails, and rigorous offline/online evaluation with human-in-the-loop approvals for risky queries.
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Key Strengths
- Built and deployed production LLM text-to-SQL system enabling non-technical users to query enterprise databases
- Strong guardrails for reliability: schema-retrieval prompting, whitelisting, query validation, execution constraints, and fallbacks
- Designs measurable evaluation frameworks (execution accuracy, validity, safety, latency/cost, clarification rate) with offline datasets and regression runs
- Production-minded architecture on AWS with containerized service, secure API, private VPC database connectivity, and IAM-based access control
- Effective orchestration of multi-step agent workflows with conditional routing and human-in-the-loop checkpoints (LangGraph)
- Strong stakeholder collaboration: iterative demos, feedback loops, expectation management, and UX-focused clarifying questions
Reference Highlights
- Saved the team time / improved efficiency
- Collaborative
- Team player
- Great cross-team collaboration
- Excellent communication skills
- Consistently clear at explaining technical concepts across projects
Adithya's references speak for themselves. Let us connect you.
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