Senior Full-Stack AI Engineer specializing in LLM and RAG applications
Chicago, ILTechnology Consultant7 years experienceSeniorConsultingTechnologyArtificial Intelligence
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About
Consulting-style LLM practitioner who builds enterprise knowledge assistants using RAG and takes them from prototype to production with guardrails, evaluation, and full-stack observability. Experienced partnering with IT and customer-facing teams to demo solutions, build tailored prototypes, and drive adoption through API-based integration.
Experience
Technology ConsultantIndependent Projects
Senior Software EngineerInfosys Ltd
Education
Illinois Institute of Technologymaster, Computer Science
NMAM Institute of Technology, Nittebachelor
Key Strengths
Took an enterprise LLM knowledge assistant from POC to production using a RAG architecture
Improved answer reliability by adding retrieval validation (similarity thresholds, re-ranking) to reduce overconfident low-context responses
Built production-grade LLM observability (logging queries, retrieved docs/scores, prompts, responses) to isolate failures by pipeline stage
Implemented real-time monitoring/alerts for LLM systems (latency, error rates, token usage) and regression testing with evaluation datasets
Strong customer-facing technical communication: delivers practical end-to-end demos with code and tailors content to engineers vs data scientists
Partners with sales/customer teams by building tailored prototypes and translating technical capabilities into business outcomes to drive adoption
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