what is the precise characterization of the perceptual representational format in which information exists as a specific, sustained, globally constitutive structure?

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• Precise characterization of the perceptual representational format — specific, sustained, globally constitutive — remains an open problemconcept0.933
  Acknowledged gap in CIMC's theory: the exact computational description of the perceptual regime is not yet specified
• The intricate and context-specific adaptation that shapes every detail differently is a necessary structural feature of all life.claim0.779
  Foundational claim about the necessity of adaptation for life in structures.
• The structure which is created by a feeling for centers and by a conscious and deliberate aim towards the feeling of the whole, will often turn out to be an efficient structure.claim0.777
  Reiterated empirical observation from twenty years of practice.
• The likelihood of a dedicated feature for a concept (element, city, animal, food) follows a sigmoid in log-frequency of the concept in training data, with threshold frequency inversely proportional to number of alive features.finding0.776
  Quantitative relationship between concept frequency and feature presence.
• The information contained in the formal context is preserved when transformed into a concept lattice.claim0.773
• A structure is truly generated, and perceived as having life, only when it has unfolded from a nice, beautiful sequence of differentiations.claim0.771
  The most profound claim of the chapter: the niceness of the sequence is directly perceptible in the built form and is the ultimate source of living quality.
• The two-dimensional subspace reported by Burger et al. (2024) seems to reflect a stage of transition in the model's processing, rather than a universal property of truth directions.quote0.770
  Load-bearing interpretive claim about the layer-specificity of Burger et al.'s finding.
• The resulting features are highly abstract: multilingual, multimodal, and generalizing between concrete and abstract references.claim0.769
  Features respond to concepts across languages and in images, not just text.