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SP
SASI PAILA
Mid-level AI/ML Engineer specializing in Generative AI and production ML systems
PA, USAAssociate Data Scientist4 years experienceMid-LevelFinancial ServicesInformation Technology & ServicesConsulting
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About
Built and deployed a production SecureAIChatBot (RAG-based) for secure internal information retrieval, using embeddings/vector search, GPT models, monitoring, and safety filters. Focused on real-world production challenges like latency and output consistency, applying caching, retrieval scoping, smaller models, and controlled prompting, and used LangChain to orchestrate the end-to-end workflow.
Experience
Associate Data ScientistBNY Mellon
Project Engineer (AI/ML)Wipro
Education
Franklin Universitymaster, Information Technology (2025)
Anil Neerukonda Institute of Technology & Sciencesbachelor, Information Technology (2022)
Key Strengths
- Built and deployed a secure RAG-based internal knowledge chatbot to production
- Performance optimization for LLM apps (caching embeddings, limiting retrieval scope, smaller models)
- Reliability/consistency techniques (fixed prompts, lower temperature, safety filters)
- Structured evaluation approach with staged testing and curated question sets (correct/tricky/unsafe)
- Practical LangChain orchestration to streamline retrieval → prompt → LLM → response flow
- Able to translate AI system behavior to non-technical stakeholders and iterate based on feedback
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