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Brief

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

  1. Security AI shouldn't only belong to the giants.

    A developer has created a security AI system designed to run entirely offline on a user's machine, aiming to democratize access to advanced security tools. This AI "council" comprises specialized analysts and offers traceable advice, preserving attack technique citations 4.5 times better than base models. The project is built in memory of the developer's late wife, with all profits dedicated to funding free community mental healthcare. AI

    IMPACT Provides advanced, traceable security analysis tools to individuals and smaller organizations, bypassing traditional enterprise gatekeeping.