Brandon Schneider
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c6921dbb89
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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)
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2026-05-07 02:18:29 -05:00 |
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Brandon Schneider
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c54a0199be
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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.
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2026-05-07 02:08:46 -05:00 |
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Brandon Schneider
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7e3858d88d
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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
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2026-05-07 02:04:03 -05:00 |
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Brandon Schneider
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cfcdd5e7e7
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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.
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2026-05-07 00:47:10 -05:00 |
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Brandon Schneider
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5ad2e7f8bb
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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
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2026-05-07 00:27:02 -05:00 |
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Brandon Schneider
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af97d84573
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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
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2026-05-06 23:53:20 -05:00 |
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Brandon Schneider
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0cf775c80e
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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
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2026-05-06 23:42:01 -05:00 |
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Brandon Schneider
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0709b298b3
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Consolidate research stack updates
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2026-05-05 21:09:48 -05:00 |
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Brandon Schneider
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5f88abf618
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initial: sovereign research stack (consolidated, weightless, and lfs-optimized)
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2026-05-04 18:11:36 -05:00 |
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