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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 Cognitive Kardashev Scale: Quantifying the Material Envelope of Civilisational Computation

    Researchers have proposed a new framework called the Cognitive Kardashev Scale to measure the computational capacity of civilizations. This scale, analogous to the power-based Kardashev scale, quantifies the amount of sustained AI-grade computation a civilization could support based on its total energy output and computational efficiency. Current humanity is estimated to be at approximately 0.73 on this scale, with projections indicating significant increases in computational power by 2035, though the ultimate limits may be dictated by energy availability, efficiency, or political factors. AI

    IMPACT Proposes a novel metric for assessing the future computational capacity of civilizations, potentially guiding long-term AI development and resource allocation.

  2. Nvidia: This year's CPU revenue is expected to reach $20 billion

    Google has launched its Gemini 3.5 series of models, including updates to its large context window capabilities. Separately, Nvidia's CFO expressed confidence in significant revenue from their Blackwell and Vera Rubin chips, projecting substantial income between 2025 and 2027. Airbnb is expanding its offerings to include grocery delivery, car rentals, and AI-powered tools for trip planning and property comparison. AI

    IMPACT Major AI model updates and hardware revenue projections signal continued industry growth and innovation.