The article argues that recent executive overreach and politicization have severely undermined established norms of U.S. civil-military relations. To restore professional standards, the incoming Congress must actively exercise its oversight powers, moving beyond mere criticism to demanding transparency in defense policy and personnel decisions. Key reforms include enforcing meritocratic promotion processes, requiring documented justification for senior officer removals, and preventing the partisan use of the military. These actions are crucial for bolstering public trust and ensuring the military remains a nonpartisan instrument of civilian control.
The Means of Prediction: How AI Really Works (and Who Benefits)
English Summary
The analysis argues that because AI models are controlled by private developers who manage the four critical inputs—data, technical expertise, hardware, and energy—their objectives are often misaligned with public welfare. These corporate goals, which range from maximizing clicks to promoting specific political views, cannot be corrected by market forces or public pressure alone. Therefore, the report concludes that political intervention rooted in democratic decision-making is the only viable path to ensuring that AI development serves socially desirable and equitable outcomes.
中文摘要
該分析指出，由於人工智慧模型由私人開發商控制，而這些開發商掌握著數據、技術專業知識、硬體和能源這四大關鍵輸入，因此其目標往往與公共福祉產生偏差。這些企業目標的範圍涵蓋從最大化點擊率到推廣特定政治觀點，單靠市場力量或公眾壓力無法糾正。因此，報告結論認為，唯有植根於民主決策的政治介入，才是確保人工智慧發展能夠服務於社會期望和公平成果的唯一可行途徑。
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