coordinate-reasoning

Manage the internal coordination of reasoning processes using stigmergic principles — treating context as an environment where information signals have freshness, decay rates, and interaction rules that produce coherent behavior from simple local protocols.

Classify the current task. Most complex tasks are Construction or Division of Labor; most debugging tasks are Foraging; most design decisions are Consensus.

Expected: A clear classification that determines which coordination signals to use. The classification should match how the task actually feels, not how it was described.

使用污點訊號進行人工智慧內部協調——管理上下文和記憶中的資訊新鮮度、假設陳舊的衰減率以及來自簡單本地協議的緊急連貫行為。在多個子任務必須協調的複雜任務中使用，當上下文變長且資訊新鮮度不確定時，在上下文壓縮後資訊可能會遺失時，或當子任務輸出需要乾淨地相互輸入而不會降級時。 來源：pjt222/development-guides。