超越算法：揭示2026年人工智能隐藏生活的复杂生态系统

Ecosystem of AI’s Hidden Lives in 2026 Artificial intelligence (AI) today is no longer a mere collection of isolated models and algorithms operating in vacuum. The landscape in 2026 reveals AI as an embedded, dynamic participant within intricate socio-technical systems. This transformation demands a holistic understanding of AI’s hidden lives — the complex interactions, risks, governance challenges, and systemic impacts beyond traditional performance metrics. This article unpacks this evolving reality, framing the shift from blackbox models optimized for narrow benchmarks toward transparent, accountable, and socially aware AI ecosystems that developers, researchers, regulators, and organizations must master to remain relevant and responsible. …