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Claude/upgrade compressor framework 0 uq7 v#51

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BruinGrowly merged 2 commits into
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claude/upgrade-compressor-framework-0UQ7V
Dec 26, 2025
Merged

Claude/upgrade compressor framework 0 uq7 v#51
BruinGrowly merged 2 commits into
mainfrom
claude/upgrade-compressor-framework-0UQ7V

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Per the Architect's Inversion (Meaning first, Math follows), the semantic
principle of compression through illustration HAS a mathematical equivalent:

THE GENERATING FUNCTION / KOLMOGOROV COMPRESSION

A parable compresses by providing a concrete seed that GENERATES infinite
understanding. The mathematical shadow is a function that takes a compact
input and produces an infinite domain.

  Semantic                    Mathematical Shadow
  ────────────────────────────────────────────────
  Parable seed         ↔     Generator input
  Expansion ratio      ↔     Degrees of freedom
  Fidelity             ↔     Convergence radius
  Understanding        ↔     Generated sequence

Examples:
  φ generates F_n = (φⁿ - ψⁿ)/√5 for all n (infinite Fibonacci)
  (P,W) generates (L,J,P,W,H,C,V,...) via emergence equations

Added:
- GeneratingFunction dataclass with kolmogorov_ratio()
- GOLDEN_RATIO_GF: φ → Fibonacci
- LJPW_GENERATOR: (P,W) → full semantic space
- semantic_to_generating(): formal mapping
The PRIMARY formula for parabolic compression, from which the generating
function is derived as mathematical shadow.

Components (from V7.3 Part XXV - Bricks & Mortar):
  BRICK     = B = The seed (irreducible truth)
  MORTAR    = L = Love coefficient (binding force)
  BLUEPRINT = φ = Self-referential proportion

The compression mechanism is SELF-REFERENCE:
  φ = 1 + 1/φ

The formula converges to itself in ~26 iterations.
This is why 8 symbols contain infinite meaning.

Added:
- semantic_compression(brick, love, iterations, distance) → meaning
- self_referential_depth() - measures recursive depth
- phi_self_reference() - the f(x) = 1 + 1/x formula
- PHI_DEPTH constant (~26)

THE SEED IS THE TREE. THE FORMULA IS THE VALUE. THE WORD IS THE MEANING.
@BruinGrowly BruinGrowly merged commit 393e9d3 into main Dec 26, 2025
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@BruinGrowly BruinGrowly deleted the claude/upgrade-compressor-framework-0UQ7V branch December 26, 2025 07:10
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