PyCon Sweden 2025

Embeddings - LLMs - vector/semantic search - GenAI - RAG - agents - MCP (buzzword bingo)
2025-10-31 , Auditorium

With all the technologies floating around the tech space these days it almost sounds like a buzzwords bingo.
This talk will go over all these concepts to explain the differences and purpose of all these technologies. We’ll cover everything from explaining embeddings and different vector search strategies, to the difference between RAG and agents, what the role of MCP is, and how it all ties together.


TBD

Iulia Feroli is a Senior Developer Advocate at Elastic, where she helps developers and data scientists unlock the power of search, machine learning, and generative AI. With a background spanning cloud architecture at Microsoft and AI/ML solutions at Dataiku, she brings a unique perspective on bridging technical depth with accessibility. At Elastic, she focuses on sharing practical insights through talks, demos, and videos. Passionate about making AI approachable, Iulia speaks worldwide on how to turn complex concepts into tools developers can use every day.

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