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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. The .txt File as the Soul of a Personal AI — FileRAG Memory Architecture

    A new memory architecture called FileRAG proposes using plain text files as the core of an AI's memory, moving away from traditional conversational history logs. This approach distills conversations into human-readable .txt files, which are then used with a hybrid BM25 and semantic RAG retrieval system to provide context for AI responses. FileRAG aims to improve accuracy and reduce storage bloat as conversations lengthen, offering a more portable and private memory solution. AI

    IMPACT Offers a more scalable and private memory solution for AI, potentially reducing infrastructure costs.