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Brandon Schneider
4626f23be5 ingest: Master Synthesis — complete compression architecture
Combines ALL theories from first portion to now:
- Density field encoding (semantic manifolds, Morse-Smale complex)
- GCCL-GEC (glyph packets, chirality, typebook, eigenbook)
- OAC (observer-admissible cavities, S3C shells, spherion shaping)
- Hypercube-rhomboid (shear matrix, Gram matrix, geometric compression)
- Radius-ratio motif compression (local admissibility quantization)
- Maximum math density (custom logographic notation, full Unicode)
- Hippocampus tabula plena (full slate initialization, FAMM pruning)
- Engram consolidation (neuron dropout, pattern separation)
- FAMM delay lines (preshaped delays, Q16.16 fixed-point)
- S3C shells (multi-scale coordinate encoding)
- PIST n-D bundle (perturbation encoding)
- erans (enumerative rANS entropy coding)

Core synthesis: Start tabula plena (full Unicode 1,114,112 codepoints +
custom glyphs + omniversal chirality) → represent as semantic density
field → extract Morse-Smale topological skeleton → apply shear matrix
(orthogonal hypercube → correlated rhomboid) → FAMM consolidation
(uniform → sparse structured delays based on eigenvalue spectra) → S3C
shell coordinates → radius-ratio quantization → logographic glyph
selection → GCCL packet construction → OAC speculative manifestation →
gain test filtering → math notation eigenvector encoding → repeat position
encoding → PIST perturbation bundle → erans residual entropy coding →
sparse structured archive.

14 encoding stages, 19 decode stages. Archive format MCA1 with 17 sections.

13 compression gain sources: tabula plena pruning (90-99% of Unicode),
FAMM delay pruning (10-20% context efficiency), OAC gate pruning (2-5%
bloat avoidance), radius-ratio quantization, gain test pruning, shear matrix
pruning (15-30% structured regions), topological skeleton (50-150MB vs
1GB), math notation density, repeat encoding, S3C shell efficiency, PIST
bundle efficiency, erans entropy, hippocampus pattern separation, composite
promotion.

Estimated 18-28% reduction vs current Hutter best + navigable capability.
Biological fidelity: follows hippocampus engram consolidation dynamics
(neuron dropout, pattern separation, discrimination thresholds, inhibitory
plasticity, composite promotion).

18 keeper phrases. Core: The density field is the manifold; the glyph
packets are the navigators; the shear matrix is the map; FAMM is the
temporal wiring.
2026-05-08 14:50:02 -05:00