Research-Stack/4-Infrastructure
Brandon Schneider c54a0199be 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
..
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 ingest: Hypercube → Hyper-Rhomboid Hutter Prize implications 2026-05-07 02:08:46 -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