American Anxieties, 1790-2025 (9 September 2026)

[LLM Report]

Image 1. Timelines omit too much historical knowledge. Using high-dimensional structures allows scholars and other experts to account for the impact of multiple causes and outcomes.

Image 2. Three sample manifolds that show the complexity and contingency of major events in US History (Emancipation Proclamation, the Second New Deal, and the use of the Atomic Bombs).

Image 3. Manifold attractors combine history, theory, advanced math, and graphic design to teach about the past in more detail.

Image 4. These visualizations still cannot capture the full detail of social and cultural phenomena, but they do offer more clarity that timelines and fractals as representations of human thought and activity. This specific model shows the ways that Black Science Fiction transformed into Afrofuturism between 1993 and 2018.


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