Configurational variation in biological morphogenesis cannot be generated by a blueprint‑driven process.

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• "biological morphogenesis is not well-described by bottom-up, open-loop, mechanical models, but instead exhibits more complex policies as it navigates the space of possible anatomical shapes despite various perturbations"concept0.836
• Morphogenesis operates through multiscale autopoietic processes in which every cell is simultaneously an environment for others, enabling coherent organism formation without predetermined configuration.finding0.826
• Morphogenesis guarantees that coherent wholes will form even while the piecemeal process allows each place to be unique.claim0.815
  Key property of morphogenetic process: it produces both unity and diversity simultaneously.
• Morphogenesis is a collective intelligence problem, not merely genetic executionhypothesis0.801
• Morphogenesis is trainable via reinforcement learning for specific morphological outcomes.hypothesis0.798
  If cells form a collective intelligence, they should be trainable by rewards/punishments.
• Morphogenesis is a goal-directed process, not a hardwired emergent clockwork.claim0.798
  Developmental systems reach invariant target morphology from diverse starting conditions, like a thermostat.
• The larger task of making these processes genuinely morphogenetic so that they generate deeper and more coherent living structure—still lies on the horizon.claim0.798
• Morphogenesis is an autonomous process in geometry itself, arising from physical phenomena and geometric dynamics with relatively little dependence on genetic guidance.claim0.794
  Claim supported by Goodwin's work, shifting emphasis away from DNA as sole morphogenetic driver toward form-generating principles inherent in spatial configuration.