Turbovec: Exploring Google’s TurboQuant with Ollama

Turbovec: Exploring Google's TurboQuant with Ollama - Featured Image

TurboVac lets you build a fully local RAG pipeline that keeps your data on your own machine while cutting vector memory usage by around six to eight times with near-identical recall. Install TurboVac, wire it into LlamaIndex as a compressed in-memory vector store, run Nomic embeddings and your LLM through Ollama, and answer questions against … Read more

Ollama: Your Free Local AI Research Assistant

Ollama: Your Free Local AI Research Assistant - Featured Image

Local Deep Research is an open-source AI research assistant that runs entirely on your machine with no API keys. Give it a complex question and it automatically searches the web via SearXNG, academic sources like arXiv and PubMed, and your own documents, then synthesizes everything into a proper report with citations, logs, and a downloadable … Read more