Open-source security, AI, and decentralized infrastructure — built in Atlanta.
We build tools that put power back in the hands of practitioners: security analysts, data scientists, and developers. Everything we ship is open source, designed for real-world use, and built to run on hardware you already own.
Open-source UEBA framework for security analytics. K8s-native, pluggable model registry, real-time anomaly detection.
| Repository | Description |
|---|---|
OpenUBA |
Core platform — FastAPI, Next.js, PostgreSQL, K8s orchestration |
openuba-model-hub |
Model registry, search, and marketplace frontend |
ouba-paper |
White paper (LaTeX) |
An agentic AI laboratory for the full ML lifecycle — build, train, deploy, and monitor models on Kubernetes. Rust API, Python SDK, in-browser model editor.
| Repository | Description |
|---|---|
OpenModelStudio |
Core platform — Next.js + Rust (Axum) + PostgreSQL + PostGraphile |
open-model-registry |
Installable model registry — pre-built models that work out of the box |
A programming language from deterministic English. No brackets, no semicolons — just sentences. Compiled and interpreted, with its own package manager.
| Repository | Description |
|---|---|
layman |
Compiler, interpreter, and package manager |
hello-layman |
Starter project |
A multichain DeFi protocol for recovering from and defending against rug pulls. Cosmos, Solana, and EVM implementations with cross-chain IBC infrastructure.
| Repository | Description |
|---|---|
core |
Cosmos SDK blockchain — core protocol |
rugsafe-solana |
Solana program (Anchor) |
rugsafe-solidity |
EVM smart contracts |
dapp |
Web3 frontend |
paper |
Black paper (LaTeX) |
solana-amm |
AMM on Solana |
solana-perpetuals |
Perpetual futures on Solana |
rug-detector |
ML-based rug pull detection |
| Research Paper | Rugsafe: A multichain protocol for recovering from and defending against Rug Pulls |
Design, deploy, and manage purpose-built blockchain networks. A protocol that exposes a customizable, decentralized cryptoeconomy as a data type.
| Repository | Description |
|---|---|
Kunta-Protocol |
Core protocol — JavaScript, C++, Rust |
AfricaOS |
Distributed, proposal-based replicated state machine in pure Rust |
kunta-protocol-paper |
Technical research paper (LaTeX) |
aos-paper |
AfricaOS research paper (LaTeX) |
Language |
Native Abstraction Language (NAL) — C++ |
Kunta-IDE |
Integrated development environment |
aos-wallet |
Wallet for AOS protocol |
explorer |
Block explorer |
DEX |
Decentralized exchange on AOS |
| Kunta Paper | Exposing A Customizable, Decentralized Cryptoeconomy as a Data Type |
| AfricaOS Paper | AfricaOS: A distributed, proposal-based, replicated state machine |
Privacy-preserving, self-executing digital wills on-chain. Pedersen commitments, Schnorr signatures, zkSNARKs. Non-custodial, zero fees, cross-chain.
| Repository | Description |
|---|---|
willchain-core |
Core protocol — Cosmos SDK + EVM |
| Research Paper | Willchain: Decentralized, Privacy-Preserving, Self-Executing, Digital Wills |
A competitive game environment for head-to-head cybersecurity dueling. ML-generated agents, referee tooling, and physiological analysis of competitive play.
| Repository | Description |
|---|---|
HCSystem |
Core game engine — C++ |
HCAI |
ML training agents for competitive play |
HCReferee |
Referee tools for running competitions |
HCPaper |
Published research paper (LaTeX) |
HCLegacyExperiments |
Legacy prototypes — C |
| Research Paper | Hacker Combat: A Competitive Sport from Programmatic Dueling & Cyberwarfare |