Data Scientist ยท Generative AI ยท Agentic Systems ยท ML Models
I'm a Data Scientist with 4+ years of experience building production-grade machine learning and Generative AI systems. I focus on reliability-first designs with explicit control flow, verification and predictable behavior, rather than black-box automation.
My work spans AI agents, NL2SQL, RAG, and analytics systems, with an emphasis on how models behave in real workflows, under edge cases, and at scale.
A production-oriented AI agent designed with explicit control flow, hybrid short-term memory, external search routing, independent verification and bounded retries.
Focuses on safety, observability and predictable behavior rather than autonomous or opaque agent execution.
An LLM-powered BI narration system that converts structured metrics into grounded, executive-ready insights.
Emphasizes controlled prompt design, deterministic formatting, and factual grounding over free-form text generation.