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Brandon Schneider 1a9e95385b integrate: erans field effect spectrum into master synthesis 
Evolve erans from flat histogram coding to spectral decomposition
of residual field (field effect spectrum).

Changes to master synthesis:
- Added erans_field_effect_spectrum to theoretical_foundations
- Updated stage_13: compute residual correlation matrix C,
  eigen-decompose C = UΛU^T, code spectral coefficients with erans
- Updated source to include erans-field-effect-spectrum
- Added 3 new compression gain sources:
  * erans_spectral_compaction (10-20% gain from energy compaction)
  * spectral_pattern_separation (2-3% gain from spectral overlap)
  * famm_spectral_pruning (3-5% gain from residual spectral energy)
- Updated estimated aggregate gain: 20-35% reduction (was 18-28%)
- Added 6 spectral keeper phrases
- Updated core_synthesis to mention spectral decomposition
- Added 5 new tags: erans-field-effect, spectral-encoding,
  residual-field-spectrum, field-effect

Field effect spectrum: residual correlation matrix C captures how
residuals propagate through manifold. Spectral energy compaction
(90% energy in 10% coefficients) provides 10-20% gain over flat
histogram coding. Spectral overlap measure improves OAC gate precision.
FAMM delays use residual spectral energy for context efficiency.
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_field_effect_spectrum.py integrate: erans field effect spectrum into master synthesis 2026-05-08 14:50:02 -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_master_synthesis.py ingest: Master Synthesis — complete compression architecture 2026-05-08 14:50:02 -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