Research-Stack/4-Infrastructure
Brandon Schneider b349853793 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
..
bin initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
config initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
drivers initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
exploit-infra/CATEGORY/TSM initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
gpu initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
hardware 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
infra 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
nano-kernel initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
NoDupeLabs initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
packaging 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
servo-fetch initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
shim integrate: erans field effect spectrum into master synthesis 2026-05-08 14:50:02 -05:00
shims initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
surface initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
README.md initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00

4-Infrastructure

Purpose: Python shims, GPU duty assignment, cloud storage, web interaction, hardware designs, drivers.

Depends on: 0 through 3

Contents (Target)

Source Destination
infra/ 4-Infrastructure/infra/
hardware/ 4-Infrastructure/hardware/
drivers/ 4-Infrastructure/drivers/
config/ 4-Infrastructure/config/

Components

  • Lean Shim — Lean ↔ Python bidirectional interface
  • ENE Shim — ENE node management from Python
  • GPU Duty — GPU translation surface duty assignment
  • Cloud Storage — Rclone topological storage (Google Drive)
  • Web Surface — BrowserPool, distributed crawl

GPU Status

  • Device: NVIDIA GeForce RTX 4070
  • Memory: 12.3GB total, ~10GB available
  • CUDA: 13.0