How to simplify the causal graph

The video explains how simplifying complex causal graphs in Wolfram physics—by using a straightforward evolution rule and collapsing duplicate events through unique labeling—makes the underlying structure more comprehensible, revealing a universal diamond-shaped causal pattern. This simplified causal graph, organized along spatial and temporal axes, provides a foundational framework for exploring fundamental physics concepts like relativity and quantum mechanics within the model.

The video discusses the complexity of causal graphs generated by Wolfram physics after just a few iterations, highlighting how quickly they become chaotic and difficult to interpret. Since these causal graphs represent space, their complexity implies a chaotic space, making it challenging to discern fundamental physics concepts like momentum, special relativity, and general relativity within them. To tackle this, the video proposes simplifying the causal graph in two main ways: by using a simpler rule for evolution and by collapsing multiple nodes that represent the same event into a single node.

The simpler rule introduced involves flipping two outward-pointing edges from the same node into inward-pointing edges without changing the nodes themselves. This rule is so straightforward that it can evolve a one-dimensional universe, which remains one-dimensional regardless of how many times the rule is applied. The video walks through the application of this rule step-by-step, showing how the universe evolves and how multiple possible events arise at each iteration, leading to a branching multi-way graph that captures all possible paths through the universe’s evolution.

To manage the complexity of the multi-way graph and the resulting causal graph, the video introduces a method of labeling edges and events uniquely. By assigning labels to edges and tracking which edges are matched and replaced by each event, it becomes possible to identify when two events are genuinely the same or different. This labeling reveals that many events that appear distinct are actually duplicates, allowing the reduction of 30 seemingly different events down to just nine unique events. This significant simplification makes the causal graph much easier to understand and visualize.

With the simplified causal graph, the video explains how to determine the causal relationships between events by examining the labels on the edges they match. These relationships are represented by arrows indicating which events must precede others. The resulting causal graph forms a diamond pattern, which is shown to be universal for all causal invariant rules. This pattern can be expanded indefinitely and applies to universes of various sizes, providing a foundational structure for understanding the causal relationships in Wolfram physics.

Finally, the video emphasizes the importance of laying out the causal graph with a spatial and temporal axis, reflecting where and when events occur in the one-dimensional universe. This spatial-temporal layout allows the causal graph to serve as a framework for exploring fundamental physics concepts such as mass-energy, momentum, and the emergence of special and general relativity, as well as quantum mechanics. The diamond pattern in the simplified causal graph thus holds the key to uncovering universal physical laws within the Wolfram physics model.