Pillar I: Linear Algebra // Zoth Math Academy

Tensors, projections, geometry, and attention. Master the formal mathematical dynamics powering Zoth Studio and autonomous agent swarms.

Pillar I: Linear Algebra Formal Systems

Tensors, projections, geometry, and attention

  • Embedding dimension d_model: 2048 / 4096
  • Attention heads h: 16 / 32
  • Head dimension d_k = d/h: 128

Closed-Form Mathematical Formulation

cos(θ) = (A · B) / (‖A‖ · ‖B‖)

Advanced Tensor Equation

M_KV = 2 · n_layers · n_heads · d_head · S · bytes

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