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@GACWR

Georgia Cyber Warfare Range

The Georgia Cyber Warfare Range
README.md

GACWR

Georgia Cyber Warfare Range

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.

Projects

OpenUBA — A robust, and flexible open source User & Entity Behavior Analytics (UEBA)

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)

Stars Language License

OpenModelStudio — Agentic AI Engine & Workbench for Data Scientists

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

Stars License Rust TypeScript Python

Layman — A Programming Language from Deterministic English

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

License Rust

RugSafe — A Multichain DeFi Protocol for recovering from & defending against Rug Pulls

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

Go Rust Solidity TypeScript arXiv

Kunta — A Platform to Design, Deploy, and manage Custom Cryptoeconomies

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

Rust C++ JavaScript arXiv arXiv

WillChain — Decentralized, Privacy-Preserving, Self-Executing, Digital Wills

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

Go arXiv

Hacker Combat — A Competitive Sport from Programmatic Dueling & Cyberwarfare

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

C++ JavaScript Python arXiv

Built in Atlanta by GACWR

Pinned Loading

  1. OpenUBA OpenUBA Public

    A robust, and flexible open source User & Entity Behavior Analytics (UEBA) framework used for Security Analytics. Developed with luv by Data Scientists & Security Analysts from the Cyber Security I…

    Python 474 275

  2. taproot-workshop taproot-workshop Public

    Forked from bitcoinops/taproot-workshop

    Taproot & Schnorr Python Library & Documentation.

    Python

  3. OpenModelStudio OpenModelStudio Public

    An Agentic AI Engine & Workbench for Data Scientists

    TypeScript 2 1

  4. ouba-paper ouba-paper Public

    Working white paper for OpenUBA

    TeX 9

  5. openuba-model-hub openuba-model-hub Public

    frontend, model registry, model search, and model marketplace for OpenUBA

    TypeScript 1

  6. open-model-registry open-model-registry Public

    Python

Repositories

Showing 10 of 874 repositories
  • OpenUBA Public

    A robust, and flexible open source User & Entity Behavior Analytics (UEBA) framework used for Security Analytics. Developed with luv by Data Scientists & Security Analysts from the Cyber Security Industry. [BETA]

    GACWR/OpenUBA’s past year of commit activity
    Python 474 GPL-3.0 275 19 12 Updated Apr 13, 2026
  • qiskit Public Forked from Qiskit/qiskit

    Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.

    GACWR/qiskit’s past year of commit activity
    Python 0 Apache-2.0 2,876 0 0 Updated Apr 10, 2026
  • pi-mono Public Forked from badlogic/pi-mono

    AI agent toolkit: coding agent CLI, unified LLM API, TUI & web UI libraries, Slack bot, vLLM pods

    GACWR/pi-mono’s past year of commit activity
    TypeScript 0 MIT 4,065 0 0 Updated Apr 4, 2026
  • claude-code Public Forked from anthropics/claude-code

    Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.

    GACWR/claude-code’s past year of commit activity
    Shell 0 19,127 0 0 Updated Apr 1, 2026
  • claurst Public Forked from Kuberwastaken/claurst

    Claude Code in Rust & a Breakdown of How it Works

    GACWR/claurst’s past year of commit activity
    Rust 0 7,754 0 0 Updated Apr 1, 2026
  • SDL Public Forked from libsdl-org/SDL

    Simple DirectMedia Layer

    GACWR/SDL’s past year of commit activity
    C 0 Zlib 2,722 0 0 Updated Mar 30, 2026
  • super Public Forked from spr-networks/super

    📡 SPR: Open Source, secure, user friendly and fast wifi routers for your home. One wifi password per device. Ad Blocking & Privacy Blocklists. Policy Based Network Access

    GACWR/super’s past year of commit activity
    JavaScript 0 BSD-3-Clause 40 0 0 Updated Mar 26, 2026
  • parameter-golf Public Forked from openai/parameter-golf

    Train the smallest LM you can that fits in 16MB. Best model wins!

    GACWR/parameter-golf’s past year of commit activity
    Python 0 MIT 3,168 0 0 Updated Mar 24, 2026
  • pi-router Public Forked from geerlingguy/pi-router

    Raspberry Pi-based OpenWRT router configs

    GACWR/pi-router’s past year of commit activity
    Dockerfile 0 21 0 0 Updated Mar 24, 2026
  • autoresearch Public Forked from karpathy/autoresearch

    AI agents running research on single-GPU nanochat training automatically

    GACWR/autoresearch’s past year of commit activity
    Python 0 10,545 0 0 Updated Mar 21, 2026
View all repositories

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