Bongard robot self-modeling: robot discovers its shape, then reuses information after damage.

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Robots capable of self-modeling can model their own body and unexpected damage using AI methods, with morphological and mental changes occurring in parallel.finding0.832
  Evidence for blurring of embodied robot / non-embodied AI distinction through self-modeling
• Self-Modeling Robotsmethod0.769
  Robots capable of building internal models of their own body and unexpected changes, blurring the embodied/non-embodied AI distinction
• Transformers develop self-models through in-context learning, not just training data; even old base models without LLM-related text can bootstrap self-referential reasoning at runtime.claim0.764
  Antra's foundational claim about how introspection arises computationally rather than from memorised text.
• Any system that persists must minimise surprisal, thereby gathering evidence for its own generative model, a process known as self-evidencing.claim0.756
  Foundational claim of the paper, defining self-evidencing.
• self-model (transformer)concept0.755
  The transformer's model of itself as a predictive text engine, developed through in-context learning.
• The model constitutes a computational implementation of the inductive theory of mirror self-recognition, implementing kinesthetic-visual matching and implicit mirror correspondence learningclaim0.755
  Claims the model satisfies the core requirements of Mitchell's inductive theory
• The Self is subject to significant change in real-time, both slow maturation and radical material remodeling.claim0.750
  Plasticity of the Self is a fundamental property of life.
• Xenobots perform kinematic self-replication, a novel behavior not known in any other species on Earth, using a Von Neumann-style replication within 48 hours of creation.claim0.748
  Highlights extraordinary plasticity and problem-solving.