Ecolistico Digest

Here's a high-density insight extraction: * Mechanism: Breaks the assumption of independent agent learning by enabling global perspective via principal-aggregated information. * Transfer: Principal-agent learning ≈ resource allocation in a distributed sensor network optimizing for global objective (e.g., water management). * Constructible Horizon: Decentralized, adaptive control systems that optimize for global objectives while respecting local constraints and private data. * Antifragility Check: Relies on the principal's ability to accurately aggregate and distribute relevant information without introducing bias or instability.