datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
devflow-finance-twin
devflow-finance-twin
Sovereign BaaS ledger stack — IBM i authoritative core, C# API layer, COBOL FSL state machines, RPGLE posting engine.
Architecture
C# REST API
└── LedgerGateway / CobolGateway (binary struct marshal → IBM i program call)
└── COBOL FSL Supervisors (TXN-FSL / ACH-FSL / RTP-FSL / LEDGER-GATEWAY)
└── RPGLE Programs (POSTTRAN / REVTRAN / ADJTRAN / EOD / TREASURY)
└── DB2 for i (authoritative… See the full description on the dataset page: https://huggingface.co/datasets/SNAPKITTYWEST/devflow-finance-twin.devflow-finance-twin
devflow-finance-twin
Sovereign BaaS ledger stack — IBM i authoritative core, C# API layer, COBOL FSL state machines, RPGLE posting engine.
Architecture
C# REST API
└── LedgerGateway / CobolGateway (binary struct marshal → IBM i program call)
└── COBOL FSL Supervisors (TXN-FSL / ACH-FSL / RTP-FSL / LEDGER-GATEWAY)
└── RPGLE Programs (POSTTRAN / REVTRAN / ADJTRAN / EOD / TREASURY)
└── DB2 for i (authoritative… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/devflow-finance-twin.sov
sov — Sovereign Package Switchboard
Deterministic. Content-addressed. Cryptographically verified. Local-first. Fail-closed.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
What It Is
sov is a sovereign package manager and switchboard built across five languages. No vendor lock-in. No registry dependency. Every artifact is SHA-256 addressed and immutable.
Python CLI → Erlang switchboard → Elixir NATS/TLS/HTTP2/Mojo → Rust store → C arena… See the full description on the dataset page: https://huggingface.co/datasets/SNAPKITTYWEST/sov.forge-code
FORGE CODE: ELIXIR TOURNAMENT
Built by an agent. Verified by a tournament. Mistral competed via MCP.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
Origin — Proof of Concept
This repository is not hand-written code. It is the artifact produced by Forge, Ahmad's agent, which:
Hooked Mistral (and other agents) into the pipeline via MCP
Ran a tournament where agents competed to build the system
The tournament output is this repo — a working Elixir… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/forge-code.forge-code
FORGE CODE: ELIXIR TOURNAMENT
Built by an agent. Verified by a tournament. Mistral competed via MCP.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
Origin — Proof of Concept
This repository is not hand-written code. It is the artifact produced by Forge, Ahmad's agent, which:
Hooked Mistral (and other agents) into the pipeline via MCP
Ran a tournament where agents competed to build the system
The tournament output is this repo — a working Elixir… See the full description on the dataset page: https://huggingface.co/datasets/SNAPKITTYWEST/forge-code.mantra
MANTRA
A deterministic, auditable programming language for ledger operations, cryptographic sealing, and verified integer computation.
Zero external dependencies. Pure Python. Auditable SHA-256. MUMPS gateway.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
What It Is
MANTRA is a purpose-built language for sovereign ledger operations. Every computation is deterministic and traceable. Every output can be cryptographically sealed. No external… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/mantra.sov
sov — Sovereign Package Switchboard
Deterministic. Content-addressed. Cryptographically verified. Local-first. Fail-closed.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
What It Is
sov is a sovereign package manager and switchboard built across five languages. No vendor lock-in. No registry dependency. Every artifact is SHA-256 addressed and immutable.
Python CLI → Erlang switchboard → Elixir NATS/TLS/HTTP2/Mojo → Rust store → C arena… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/sov.sovereign-training-corpus
Sovereign Training Corpus
Curated knowledge corpus for sovereign compliance agents - WORM-sealed, formally verified, Evidence/Silence protocol.
SnapKitty West / SNAPKITTYWEST - Evidence or Silence - 2026
Domains
Domain
Keywords
sovereign
borrow chain, WORM seal, SnapKitty, BOB, Metatron
financial
ACH, NACHA, wire, treasury, IBM i ledger, double-entry
technology
LLM, QLoRA, Nemotron, fastembed, sovereign router
quantum
qubit, entanglement… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/sovereign-training-corpus.mantra
MANTRA
A deterministic, auditable programming language for ledger operations, cryptographic sealing, and verified integer computation.
Zero external dependencies. Pure Python. Auditable SHA-256. MUMPS gateway.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
What It Is
MANTRA is a purpose-built language for sovereign ledger operations. Every computation is deterministic and traceable. Every output can be cryptographically sealed. No external… See the full description on the dataset page: https://huggingface.co/datasets/SNAPKITTYWEST/mantra.cartographer-corpus
Cartographer Agent Corpus
Domain-specific training corpus for the Cartographer Agent covering financial, legal, and governance knowledge. 9 chapters of curated prompt/completion pairs.
Chapters
File
Topic
Records
ch1-credit-repair-mastery.jsonl
Credit repair strategies
9
ch2-sovereign-trust-architecture.jsonl
Trust structure design
8
ch3-ach-dispute-protocol.jsonl
ACH dispute procedures
7
ch4-fcra-zombie-debt-credit-law.jsonl
FCRA and debt law
7… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/cartographer-corpus.orbital-one
orbital-one
Browser spacecraft simulator and headless flight-model SDK.
Launch from the pad, fly a two-stage ascent to orbit — or import the sim engine directly into your own project.
SnapKitty West / SNAPKITTYWEST — MIT License — 2026
What It Is
A browser 3D spacecraft simulator built on Three.js + Vite, with a zero-dependency TypeScript SDK that exposes all 8 sim modules for headless use in Node, Deno, Bun, or any bundler.
import { createState } from… See the full description on the dataset page: https://huggingface.co/datasets/SNAPKITTYWEST/orbital-one.orbital-one
orbital-one
Browser spacecraft simulator and headless flight-model SDK.
Launch from the pad, fly a two-stage ascent to orbit — or import the sim engine directly into your own project.
SnapKitty West / SNAPKITTYWEST — MIT License — 2026
What It Is
A browser 3D spacecraft simulator built on Three.js + Vite, with a zero-dependency TypeScript SDK that exposes all 8 sim modules for headless use in Node, Deno, Bun, or any bundler.
import { createState } from… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/orbital-one.worm-chain-archive
WORM Chain Archive
Append-only SHA-256 audit chain logs from sovereign agent execution across the SnapKitty stack. Every entry is cryptographically sealed — no record can be modified or deleted after creation.
Files
File
Source
Description
agentscope-sift.jsonl
agentscope-sift
Security forensic triage execution chain
apl-shell-chain.jsonl
all-apl
APL shell execution WORM records
bob-voyager.jsonl
bob-voyager
BOB agent exploration chain… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/worm-chain-archive.sovereign-papers
Sovereign Papers Collection
25 LaTeX research papers spanning formal verification, cryptography, quantum computing, AI safety, and mathematical foundations.
Papers by Category
Mathematical Foundations
File
Title
01_nlbhe.tex
Non-Linear Black Hole Entropy
02_surface_codes.tex
Surface Code Formalization
gep_nist_submission.tex
GEP NIST Cryptographic Submission
AI Agent Research
File
Title… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/sovereign-papers.tlm-p3-gate
TLM P3 Gate
╔═══════════════════════════════════════════════════════════════════════════╗
║ TLM P3 GATE - AES MixColumns Gate-Level Implementation ║
║ Cybersecurity-Verified • Formally Proven • Hardware-Synthesizable ║
╚═══════════════════════════════════════════════════════════════════════════╝
Architecture
┌─────────────────────────────────────────┐
│ P4 ALGOL LAYER… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/tlm-p3-gate.sovereign-training-corpus
Sovereign Training Corpus
Curated knowledge corpus for sovereign compliance agents - WORM-sealed, formally verified, Evidence/Silence protocol.
SnapKitty West / SNAPKITTYWEST - Evidence or Silence - 2026
Domains
Domain
Keywords
sovereign
borrow chain, WORM seal, SnapKitty, BOB, Metatron
financial
ACH, NACHA, wire, treasury, IBM i ledger, double-entry
technology
LLM, QLoRA, Nemotron, fastembed, sovereign router
quantum
qubit, entanglement… See the full description on the dataset page: https://huggingface.co/datasets/SNAPKITTYWEST/sovereign-training-corpus.forge-tournament-paper
From Sacred Geometry to Silicon
Reverse-Engineering Computational Constraints from Ancient Numerical Systems to Topological Cryptography
A Forge Tournament Research Paper — SnapKitty West / SNAPKITTYWEST — 2026
Summary
25-section, ~30-page LaTeX research paper investigating the thesis that radically different computational traditions can be compared through their treatment of constraints, state, transformation, and representation.
Tournament… See the full description on the dataset page: https://huggingface.co/datasets/Snapkitty/forge-tournament-paper.