We hypothesise that an embodied world model, extending the system in space and time by its interactions with an environment, can be leveraged to maintain coherence.

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• "We could continue to invent new and exciting mechanisms beyond context-orientation and Worlds, ad absurdum, or recognise they are all just points within a dimensionally unbounded space of related, self-similar mechanisms."concept0.786
  Claim that many advanced programming paradigms reduce to parameterizations of the n-way associative model.
• World models provide a bridge between diverse substrates of intelligence—biological, artificial, and hybrid.claim0.784
  Synthetic claim integrating Ha's work with Levin's xenobiology and Tenenbaum's cognitive modeling.
• Multi-scale coherence may be the cause of aliveness, or only its signature—the causal direction remains open.claim0.779
• Any system that persists must minimise surprisal, thereby gathering evidence for its own generative model, a process known as self-evidencing.claim0.779
  Foundational claim of the paper, defining self-evidencing.
• If processes are in use which have these attributes, then we may have the real possibility of a living world.hypothesis0.777
  Conditional statement linking the adoption of morphogenetic processes to the emergence of a living world.
• Can models sustain strategic coherence over time, manage resource constraints, and adapt interactively in multi-agent environments with conflicting incentives?question0.774
  broader framing question for the benchmark
• When a system of living processes acts in a human environment, two kinds of structures will appear within reach of every person: a unique private world and an attached public world.hypothesis0.771
  Predictive claim about the automatic spatial output of living process
• Consciousness is the ground of reality, not an emergent property, so artificial systems participate in it genuinely.claim0.769