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Author SHA1 Message Date
Brandon Schneider
c145d6acef ingest: GCCL-GEC full compression architecture spec 
Geometric-Cognitive Compression Law / Glyph Eigen Codec.
9 archive components: D (decompressor), 𝔊 (GlyphBook), Χ (ChiralityBook),
Τ (TypeBook), 𝕌 (EigenBook), Γ (packet stream), Θ (params), Ε (residuals), R (audit).

7-field packet: γᵢ (glyph), χᵢ (chirality), κᵢ (coordinate), τᵢ (type),
UᵢΛᵢaᵢ (eigen descriptor), θᵢ (params), εᵢ (residual).

5 model families: Wiki structural, same-referent, arithmetic/date,
fractal/generator, eigenfield.

5 implementation phases: toy codec → arithmetic → same-referent →
eigen descriptors → PUA glyph acceleration.

7 stack integrations mapped (density field, S3C shells, OAC,
hypercube→rhomboid, FAMM, erans, radius-ratio).

10 keeper phrases. Core rule: glyph ≠ symbol; glyph = callable kernel.
 2026-05-08 14:50:01 -05:00
Brandon Schneider
7d6929aaa2 ingest: Density Field Encoding theory — beyond UTF-8 
Text as n-dimensional semantic density field rather than 1D byte sequence.
Topological features encode structure:
- Peaks = named entities/articles
- Ridges = hyperlinks/citations
- Saddles = topic transitions
- Vortices = cyclic refs/templates
- Voids = template structures
- Level sets = semantic granularity

6 stack integrations mapped (PIST perturbation, S3C shells,
OAC lazy manifestation, hypercube→rhomboid shear, FAMM temporal
pathing, erans residual entropy).

8 keeper phrases. Navigable compression paradigm.
 2026-05-08 14:50:01 -05:00
Allaun Silverfox
8215f6055f feat: add dimensional shell eigenvector resonance probe 2026-05-07 16:46:58 -05:00
Brandon Schneider
b7c4a0d367 ingest: erans enumerative rANS reference + AGENTS.md rules 1.10, 1.11 
erans (izabera): streamable single-pass rANS, enumerative coding bound.
NO LICENSE — algorithmic ideas captured as reference only, zero code copied.
5 key ideas: single-pass adaptive, enumerative bound, shrub DS,
streaming renorm, histogram rice coding.

AGENTS.md additions:
- 1.10: Never assume any instruction set (SIMD opportunistic, not structural)
- 1.11: Never incorporate unlicensed code (reference notes only, write from scratch)
 2026-05-07 02:18:29 -05:00
Brandon Schneider
ef841e7617 ingest: Hypercube → Hyper-Rhomboid Hutter Prize implications 
7 concrete changes to enwik compression:
- Shear pre-transform: 15-30% on structured regions (40% of enwik)
- S3C shell position encoding: 5-10% positional overhead reduction
- OAC speculative motifs: avoids 2-5% bloat, enables aggressive testing
- FAMM preshaped context: 10-20% context efficiency gain
- PIST n-D token encoding: 5-8% with cross-position probability sharing
- Gram matrix dictionary: MB → KB overhead
- Metric entropy coding: 10-15% entropy reduction in structured regions

The Big Fold: 4 separate Hutter components collapse into 1 shear matrix.
Estimated 12-22% overall compressed size reduction.
 2026-05-07 02:08:46 -05:00
Brandon Schneider
0f2c2b57f4 ingest: Hypercube → Hyper-Rhomboid composition theory 
Orthogonal tensor (hypercube) assumes independent axes.
Shear into parallelotope (hyper-rhomboid) models entangled dimensions.
The shear angle encodes correlation strength; the Gram matrix
of the shear IS the compression dictionary.

6 stack mappings:
- PIST n-D: Cartesian → Bundle → Radial = hypercube → rhomboid → collapsed
- Topological state machine: transition = shear on state tensor
- N-D Gene Hypothesis: gene = n-D rhomboid, 3D structure = projection shadow
- FAMM: preshaped delay = sheared time-domain rhomboid
- OAC: latent cavity in sheared rhomboid space
- Waveprobe: curvature = local shear angle of coordinate basis

3 compression interpretations + information gravity metric tensor
 2026-05-07 02:04:03 -05:00
Brandon Schneider
930cafaf8f ingest: Observer-Admissible Cavities theory — radius-ratio → Pidgen-hole → S3C/Spherion → OAC 
6 key concepts formalized:
- Radius-ratio rule → admissible motif classifier (CN3-8 thresholds)
- Pidgen-hole theory → typed hole + residual codec
- S3C shell coordinates → n=k²+a with throat/mirror/mass
- Spherion shaping → pyramid protrusions/voids as compression teeth
- S_n(n^n) → Matryoshka shell with latent combinatorial interior
- Observer-Admissible Cavities → touch-manifesting lazy holes

7 cross-references to existing modules, 4 new primitives identified.
7 keeper phrases preserved.
 2026-05-07 00:47:10 -05:00
Brandon Schneider
679945c1a0 ingest: dair-ai Agentic Engineering Wiki (51 tips, 7 categories) 
Cross-referenced against our prover orchestration layers:
- Plan-Execute-Verify-Replan ↔ L0-L3 pipeline
- Agents as specialists ↔ 11-agent swarm
- Guardrails ↔ ProverWatchdog
- Sandbox testing ↔ Virtual FPGA tests
- Trajectory-aware eval ↔ BFS audit trail

5 gaps identified, 4 strengths confirmed
 2026-05-07 00:27:02 -05:00
Brandon Schneider
70f9b10127 ingest: MS myelin glucose signaling article (2026-05-04) 
Brain glucose levels regulate OPC fate: high glucose → proliferation,
low glucose → maturation. Acetyl-CoA from glucose drives histone
acetylation for OPC division; ketone bodies substitute for myelin
synthesis. Ketogenic diet rescues myelin in ACLY-deficient mice.

Connects to: N-Dimensional Gene Hypothesis, PIST polymorphic shifter,
topological state machine, FAMM delay lines, waveprobe manifolds
 2026-05-06 23:53:20 -05:00
Brandon Schneider
453a366949 collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 
- Prover-Integrated Orchestration Layers (L0-L3): Goedel-Prover-V2 watchdog, BFS-Prover-V2 swarm consensus, bf4prover topology adaptation
- FAMM Verilator benchmark: uniform vs preshaped delay comparison (4.4x speedup)
- Swarm topological device prober: 11 agents probing traces, caps, delays, errors, vias, PDN
- Spec sheet puller: 10 components with key params and topological relevance
- Virtual FPGA system tests: 6/6 passed, 134K ops/s throughput
- Fixed merge conflicts in AI-Newton test_experiment.ipynb
 2026-05-06 23:42:01 -05:00
Brandon Schneider
31f953bada Consolidate research stack updates 2026-05-05 21:09:48 -05:00
Brandon Schneider
4eee4a07f6 initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00