Free RAG (File Search) w/ App dev by Google: TEST

Description

Notebook LM - Good News: Google launching the File Search Tool, a fully managed RAG system built directly into the Gemini API that abstracts away the retrieval pipeline so you can focus on building. File Search provides a simple, integrated and scalable way to ground Gemini with your data, delivering responses that are more accurate, relevant and verifiable. To make File Search simple and affordable for all developers, we’re making storage and embedding generation at query time free of charge. Powered by our latest state-of-the-art Gemini Embedding model, File Search uses vector search to understand the meaning and context of a user's query. You can build a comprehensive knowledge base using a vast array of file formats, including PDF, DOCX, TXT, JSON and many common programming language file types https://blog.google/technology/developers/file-search-gemini-api/ Arxiv arXiv:2511.03782: Expert Evaluation of LLM World Models: A High-Tc Superconductivity Case Study Haoyu Guoa,1, Maria Tikhanovskayab,c,1, Paul Raccugliab, Alexey Vlaskinb, Chris Cob, Daniel J. Lieblingb, Scott Ellsworthb, Matthew Abrahamb, Elizabeth Dorfmanb, N. P. Armitaged, Chunhan Fenge, Antoine Georgese,f,g,h, Olivier Gingrase,i, Dominik Kiesee, Steven A. Kivelsonj, Vadim Oganesyank,l, B. J. Ramshawa, Subir Sachdevc, T. Senthilm, J. M. Tranquadan, Michael P. Brennerb,c,o, Subhashini Venugopalanb, and Eun-Ah Kima,b,p,2 from a Department of Physics, Cornell University, USA; b Google, USA; c Department of Physics, Harvard University, USA; d William H. Miller III Department of Physics and Astronomy, The Johns Hopkins University, Baltimore, MD, USA; e Center for Computational Quantum Physics, Flatiron Institute, USA; f Collège de France, Paris, France; g CPHT, CNRS, Ecole Polytechnique, IP Paris, France; h DQMP, Université de Genève, Suisse; i Université Paris-Saclay, CNRS, CEA, Institut de physique théorique, France; j Department of Physics, Stanford University, USA; k Physics Program and Initiative for the Theoretical Sciences, CUNY, USA; l Department of Physics and Astronomy, College of Staten Island, CUNY, USA; m Department of Physics, Massachusetts Institute of Technology, USA; n Condensed Matter Physics and Materials Science Division, Brookhaven National Laboratory, USA; o School of Engineering and Applied Sciences, Harvard University, USA; p Department of Physics, Ewha Womans University, Seoul, South Korea #aiexplained #notebooklm #scienceexplained #reasoning #googledeepmind