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AI加速の惑星規模コスト(パート2):10番目の惑星境界と6.5年のカウントダウン
※ 日本語タイトル・ポイントはAIによる自動生成です。正確な内容は原論文をご確認ください。
ポイント
- 自律型LLMエージェントの超指数関数的な拡大は、人間の認知能力を代替するパラダイムシフトを示す。
- AIの熱力学的負荷を考慮し、地球の熱放散閾値超過が深刻化、6.5年以内に生態学的限界を超える可能性を指摘する。
- AIが地球の熱収支に与える影響を分析し、AIの成長管理が人類の生存を左右する重要な要素となると提唱する。
Abstract
The recent, super-exponential scaling of autonomous Large Language Model (LLM) agents signals a broader, fundamental paradigm shift from machines primarily replacing the human hands (manual labor and mechanical processing) to machines delegating for the human minds (cognition, reasoning, and intention). The uncontrolled offloading and scaling of "thinking" itself, beyond human's limited but efficient biological capacity, has profound consequences for humanity's heat balance sheet, since thinking, or intelligence, carries thermodynamic weight. The Earth has already surpassed the heat dissipation threshold required for long-term ecological stability, and projecting based on empirical data reveal a concerning trajectory: without radical structural intervention, anthropogenic heat accumulation will breach critical planetary ecological thresholds in less than 6.5 years, even under the most ideal scenario where Earth Energy Imbalance (EEI) holds constant. In this work, we identify six factors from artificial intelligence that influence the global heat dissipation rate and delineate how their interplay drives society toward one of four broad macroscopic trajectories. We propose that the integration of artificial intelligence and its heat dissipation into the planetary system constitute the tenth planetary boundary (9+1). The core empirical measurement of this boundary is the net-new waste heat generated by exponential AI growth, balanced against its impact on reducing economic and societal inefficiencies and thus baseline anthropogenic waste heat emissions. We demonstrate that managing AI scaling lacks a moderate middle ground: it will either accelerate the breach of critical planetary thermodynamic thresholds, or it will serve as the single most effective lever on stabilizing the other nine planetary boundaries and through which safeguarding human civilization's survival.
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