GeoFormer: Solving Few-Shot Abstraction via Endogenous Propagation Geometry & Neuromorphic Metric Manifolds
Introducing GeoFormer: a brain-inspired 1.58-bit ternary foundation architecture where information flow dynamically sculpts geodesic highways across non-equilibrium metric manifolds, achieving 9,462× lower energy than GPU baselines and formal Microsoft Z3 verification.