neural-storage

neural-storage — self-healing vault with a verified GF(256) core

Repositories: GitHub · 🤗 HuggingFace

A content-addressed, deduplicating, self-healing storage vault. Any k of n Reed-Solomon shards reconstruct the whole, so pieces can be lost or corrupted and the data survives. The erasure-coding arithmetic — GF(2⁸) multiply — is provided by neural LOG/EXP units verified bit-exact over all 65,536 (a,b) pairs, the same N/N discipline as neural-aarch64-units.

Honest by design: dedup removes redundant data; RS adds redundancy for resilience. Incompressible data never shrinks — you cannot beat entropy. Chunk hashes are real SHA-256, not a neural emulation.

What's verified

• GF256 (LOG/EXP): GF(2⁸) multiply — composed multiply 65536/65536
• Reed-Solomon any-k-of-n recovery (every loss pattern)
• Vault: dedup + RS shards on disk, survives deleted/corrupted shards, heal()s
• VaultFS + optional WinFsp drive-letter mount

Use

pip install torch
python step1_storage.py   # verified GF(256) + dedup chunk store
python step2_rs.py        # Reed-Solomon recovery
python step3_vault.py     # self-healing vault

python cli.py store  <vault> <folder>
python cli.py export <vault> <folder>   # RS-healed reconstruct
python cli.py mount  <vault> X:          # requires WinFsp

# image a whole drive/partition into a self-healing .pt (may need admin):
python cli.py image         \\.\C: diskC.pt
python cli.py image-verify  diskC.pt
python cli.py image-restore diskC.pt out.img

Weights: GF256.pt.

Create your own verified unit (template: storage/gf256.py): write the exact golden finite function → enumerate the domain (decompose big/linear ones into bit/byte slices, see storage/rs.py) → common.train → common.verify must be bit-exact on 100% of inputs → compose. step1_storage.py shows the full loop.

Citation

@misc{byrne2026neuralstorage,
  title  = {neural-storage: Self-Healing Erasure-Coded Vault with a Verified GF(256) Core},
  author = {Byrne, Dean (Quazim0t0)},
  year   = {2026},
  howpublished = {\url{https://huggingface.co/Quazim0t0/neural-storage}}
}

Dean Byrne (Quazim0t0) · 2026