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Sandesh Shridhar

Senior Full-Stack AI Engineer specializing in LLM and RAG applications

FreelanceIllinois Institute of TechnologyChicago, IL7 Years ExperienceSenior LevelWorks On-Site

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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.

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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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Experience

Technology ConsultantIndependent Projects · Jan 2020 – Jan 2024freelance
Senior Software EngineerInfosys Ltd · Jan 2017 – Jan 2020

Education

Illinois Institute of Technologymaster, Computer Science
NMAM Institute of Technologybachelor

Languages

English

Certifications

Oracle Cloud Infrastructure Certified DevOps ProfessionalOracle Cloud Infrastructure Certified Generative AI ProfessionalOracle AI Vector Search Certified Professional

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Typically responds within 24 hours

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Sandesh ShridharSenior Full-Stack AI Engineer specializing in LLM and RAG applications