Appendices
References
Ubiquitous, not universal: the limits of AI scaling
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Preface
Nature’s invoice
From chaos to cognition
The architecture chasm
The sensory bandwidth gap
The scaling mirage
Diminishing returns
The data wall
The ouroboros problem
The realistic horizon
The stagnation thesis
The efficiency revolution
Appendices
Glossary
References
Appendices
References
References
Glossary