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Shrey Kumar
Junior Full-Stack Software Developer specializing in web platforms and AI workflows
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About
Software engineer who built and shipped “Counsellor AI,” a production LLM-powered academic advising agent for college students using AWS Bedrock and grounded RAG over official university catalogs/policies. Emphasizes reliability through structured JSON outputs, multi-step orchestration with shared state, and strict intake/validation gates to prevent hallucinations and invalid academic plans; also has experience hardening messy telecom operational data pipelines with normalization, permissions, fallbacks, and idempotent patterns.
Experience
Education
Key Strengths
- Shipped production LLM advising agent with grounded RAG over official university catalogs/policies
- Designs agents to fail safely via clarification and explicit “lack of info” responses to reduce hallucinations
- Builds predictable multi-step workflows with bounded functions, shared state, and JSON-structured outputs
- Implements validation gates (required fields, prerequisite checks) to prevent incorrect plans/actions
- Sets up evaluation/monitoring loops (offline tests, logging, error analysis) and iterates to improve reliability
- Experienced integrating messy operational data with normalization, permission checks, fallbacks, and idempotency
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