Shirrel Ziv
AI Agent Engineer
AI Chatbot Developer
Conversational Bot
Claude
FastAPI
Python
Posted Apr 17, 2026
Built a RAG chatbot for Meridian Analytics using TF-IDF retrieval and Claude Sonnet 4 to answer docs-based product, pricing, API, and security questions.
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AI Chatbot & Agent Dev | hello@reli.studio