Training Frameworks and Tooling
Collection
QLoRA training, corpus curation, deterministic pipelines, and WORM-sealed fine-tuning infrastructure. β’ 11 items β’ Updated
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Check out the documentation for more information.
One-line bootstrap. Browser-first. Every platform.
The unified entry point for the SnapKitty sovereign AI stack.
Mac / Linux / WSL
curl -fsSL https://snapkittywest.github.io/sovereign-harness/install.sh | bash
Windows PowerShell
iwr -useb https://snapkittywest.github.io/sovereign-harness/install.ps1 | iex
iPhone / iPad
The install script:
sk CLI)After install:
sk help # all commands
sk run git.status # run a command
sk worm # show WORM chain
snapkittywest.github.io/sovereign-harness
Runs in any browser, offline after first load. No server needed.
| Layer | Browser implementation |
|---|---|
| Plasma Gate | src/plasma_gate.mjs β 7 principles, 8 prohibitions, ERE-5 |
| WORM chain | src/worm.mjs β SHA-256, localStorage |
| Quantum entropy | src/quantum.mjs β ANU QRNG + CSPRNG fallback |
| LLM | Ollama (local) β WebLLM fallback |
When Ollama is running locally, the UI automatically upgrades to Nemotron.
sovereign-xml-compiler β XML spec from natural language
claudes-harness β Prolog identity gate
snapkitty-nemotron-harness β Constitutional kernel (plasma_gate.pl)
sovereign-transformer β Datalog corpus gate
lean-llm-starter β NO PROOF = NO ACCEPTANCE
systemic-intelligence β SUBLEQ routing + Ο-Born collapse
pocketlearn β ILP learns from rejections
sovlm β Kneser-Ney language model
sovereign-forge β Lean-proven stack machine + WORM
cartographer-agent β Sovereign law corpus
sk CLIΞ© = TRUST β§ CODE Ahmad Ali Parr Β· Bel Esprit D'Accord Irrevocable Trust Β· EIN 42-697643