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Jakub Zavrel

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Unconference: Self-optimizing deep research agentsOpenSearchCon North America 20252025-09-08
Claims that modular, non-differentiable deep research agents can self-optimize using an LLM to critique and rewire prompts and pipelines, evaluated on…
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From Deep Research to Evaluation and Optimization of Advanced AI Age...AI_dev Europe 20252025-08-28
A modular Deep Research agent is built with planner extractor merger writer stages that call hybrid search (BM25 + vectors + rerankers) and RAG on private…
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Fine-tuning embeddings 4 vector searchOpenSearchCon Europe 20242024-05-06
OpenSearch users fine-tune embeddings for RAG by generating supervised pairs from their documents with the open‑sourced impar toolkit that uses generative…
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RAGElo: An Elo Rating-based Evaluation Toolkit for RAGOpenSearchCon Europe 20242024-05-06
RAGElo is an open-source toolkit that ranks RAG pipeline variants by running pairwise Elo ranking matches where an LLM judges two answers plus their retrieved…
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