> For the complete documentation index, see [llms.txt](https://hyperdust-foundation.gitbook.io/moss-ai-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://hyperdust-foundation.gitbook.io/moss-ai-docs/office/causal-machine.md).

# Causal Machine

<figure><img src="https://2279354883-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FQKOLPD4ViKheRmnU59nx%2Fuploads%2Fozkyw4PnRuDJnqaVrm7a%2Fimage%20(22).png?alt=media&amp;token=64b70702-8544-4751-99c2-e4102e753ab5" alt=""><figcaption></figcaption></figure>

In the Causal Aspect Framework, an Aspect itself represents a macro-level entity. It emerges from the interactions of foundational objects or lower-level Aspects. This hierarchical structure ensures that the framework inherently supports causal emergence and dynamic optimization. Below, I detail how Aspects are derived from micro-level entities and how they evolve into macro-level configurations through interventions and evaluations.

<https://www.researchgate.net/publication/387218890_Causal_Aspect_Framework_Aspect_as_a_Macro_Level_Emergent_Entity>

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