Research-Stack/4-Infrastructure/shim
Brandon Schneider 8d825498a0 ingest: Hippocampus Tabula Plena combined approach
Combines maximum math density + unified compression architecture +
hippocampus engram consolidation (Tomé 2024) + tabula plena insight
(Live Science 2024: hippocampus starts full slate, prunes to sparse).

Key insight: hippocampus starts tabula plena (densely wired, hyperconnected)
and prunes to sparse structured during maturation. Compression does the
same: start with maximum math density (full Unicode 1,114,112 codepoints +
custom glyphs + omniversal chirality) and prune via FAMM delays,
OAC gates, radius-ratio quantization, gain tests to minimal representation.

FAMM pruning model: uniform delays (young hippocampus) → preshaped delays
based on eigenvalue spectra → sparse structured delays (mature hippocampus).

10 compression gain sources: tabula plena pruning (90-99% of Unicode unused),
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, erans entropy.

Estimated 15-25% reduction vs current Hutter best + navigable capability.

14 encoding/decode stages. Archive format HFC1 with 16 sections.

13 keeper phrases. Core: Don't start blank. Start full, then prune.
2026-05-08 14:50:02 -05:00
..
ADVERSARIAL_STRIPPING_REPORT.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
adversarial_symbolic_stripping.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
comprehensive_framework_compression.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
eigenvector_resonance_probe.py feat: add dimensional shell eigenvector resonance probe 2026-05-07 16:46:58 -05:00
F01_F12_DERIVATION_PROMPT.txt collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
HOTLOADING_ORCHESTRATOR_REPORT.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
hotloading_prover_orchestrator.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
ingest_dair_agentic_wiki.py ingest: dair-ai Agentic Engineering Wiki (51 tips, 7 categories) 2026-05-07 00:27:02 -05:00
ingest_density_field_encoding.py ingest: Density Field Encoding theory — beyond UTF-8 2026-05-08 14:50:01 -05:00
ingest_erans_reference.py ingest: erans enumerative rANS reference + AGENTS.md rules 1.10, 1.11 2026-05-07 02:18:29 -05:00
ingest_gccl_gec_spec.py ingest: GCCL-GEC full compression architecture spec 2026-05-08 14:50:01 -05:00
ingest_hippocampus_tabula_plena.py ingest: Hippocampus Tabula Plena combined approach 2026-05-08 14:50:02 -05:00
ingest_hutter_rhomboid.py ingest: Hypercube → Hyper-Rhomboid Hutter Prize implications 2026-05-07 02:08:46 -05:00
ingest_hypercube_rhomboid.py ingest: Hypercube → Hyper-Rhomboid composition theory 2026-05-07 02:04:03 -05:00
ingest_maximum_math_density_spec.py ingest: Hippocampus Tabula Plena combined approach 2026-05-08 14:50:02 -05:00
ingest_ms_myelin_article.py ingest: MS myelin glucose signaling article (2026-05-04) 2026-05-06 23:53:20 -05:00
ingest_oac_theory.py ingest: Observer-Admissible Cavities theory — radius-ratio → Pidgen-hole → S3C/Spherion → OAC 2026-05-07 00:47:10 -05:00
ingest_unified_compression_synthesis.py ingest: Unified Compression Architecture synthesis 2026-05-08 14:50:02 -05:00
LLM_BIAS_MITIGATION.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
METAPROBE_INTEGRATION_SUMMARY.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
pist_gdrive_offload.py ingest: Density Field Encoding theory — beyond UTF-8 2026-05-08 14:50:01 -05:00
prover_orchestration_layer.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
prover_orchestration_report.json collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
PURE_NUMBER_SPEC.txt collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
Q32_32_VERIFICATION.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
relay_validation_shim.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
spec_sheet_puller.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
SPEC_SHEET_REFERENCE.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
swarm_topological_device_prober.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
topological_device_plan.json collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
topological_device_plan_with_specs.json collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
use_provers_to_fix_q32_32.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
VALIDATION_REPORT.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
VERIFICATION_PROTOCOL.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
virtual_fpga_system_test.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
virtual_fpga_system_test_report.json collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
WAVEPROBE_FAMM_INTEGRATION_SUMMARY.md collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
waveprobe_famm_output.json collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00
waveprobe_manifold_famm_preshaper.py collapse: prover orchestration layers, FAMM verilator harness, swarm topological prober, spec sheets, virtual FPGA system tests, merge conflict resolution 2026-05-06 23:42:01 -05:00