pro
maria takova
Backend, Data & AI Engineer building production-ready APIs
Ready for work
maria is ready for their next project!
AI-powered FAQ retrieval system for live customer support using hybrid search (BM25 + dense retrieval), reranking, grounding checks, and validation loops to deliver accurate, reliable answer suggestions in real time.Implemented multi-turn query handling, confidence-based...
Hi Contra people,
In Codea we work on STR automation and we are looking for few people to test it for free aand give us a feedback. Everyone who managing short term rental is welcome.
Hi Contra people,
As you know RAG/LLM systems look easy in demo mode. The real learning starts when they hit production. 😅
I recently wrote a Medium article sharing some of my lessons learned while building and deploying RAG/LLM systems — the unexpected challenges, trade-offs,...
medium.com
Building an Intelligent FAQ Assistant: The Complete Production RAG Pipeline
Moving an enterprise Retrieval-Augmented Generation (RAG) system from a functional codebase to a resilient production service is…
Happy new Year 🎉 I hope you are having a great start to the new one!
🎉 I am happy to anounce that the compony of which i am Co-Founder (codea.bg) has reached its first major milestone: Phase One of InboxIntel is done.
InboxIntel turns private emails into structured, actionable insights using local AI—no black boxes, no data leaving your...
medium.com
InboxIntel: Turning Private Emails into Structured Insights with Local AI
Email is one of the richest sources of business information — and one of the messiest. Important decisions, agreements, and payment…