TribeWarez is a systems-engineering ecosystem focused on low-cost AIoT edge inference, decentralized P2P/mesh structures, retro gaming runtimes, and ultra-coherent compute architectures.
The project replaces traditional cloud pipelines and linear block topologies with deterministic compute runtimes running directly on resource-constrained microcontrollers, edge nodes, and distributed peer topologies.
Current Status: Active development across Nysiris mixnet infrastructure, Angels-95 game engine, P2P mesh protocols, and HexChain consensus runtimes.
A modern, P2P-replicated forum and hidden portal system operating over the Nym mixnet via Sphinx packet routing for metadata-minimal browsing and decentralized communities.
A PS1-styled multiplayer retro FPS game and engine built on C++20 and Raylib 5.5, featuring an integrated map editor (OZONE format), dedicated server daemon, and public MasterServer listing.
Foundational Rust primitives, cryptographic reference paths (Sphinx/Nym interfaces), and protocol execution components for Nysiris.
Interface and orchestration daemon for provisioning, monitoring, and managing distributed edge nodes and hidden service endpoints.
| Project / Component | Description | Badges & Status |
|---|---|---|
pot-o-core |
Low-footprint tensor operations & memory-bounded graph execution engine. |    |
pot-o-extensions |
Extension traits, graph transformations, and auxiliary layers for pot-o-core. |
  |
pot-o-validator |
Consensus engine & validator node enforcing HexChain topology (6 spatial neighbors per block) and Proof of Tensor Optimizations (PoT-O). (Maintained engine; no public validators currently online) |    |
ai3-lib |
Native primitives and execution interfaces for decentralized AI paths. |    |
- 3D Hexagonal Lattice: Replaces traditional linear blockchains. Each block connects directly to 6 spatial neighbors, allowing concurrent validation paths and fast finality.
- Proof of Tensor Optimizations: Evaluates execution path optimality and MML (Meta-Model Learning) graphs rather than wasteful hash calculations.
- Consensus Runtimes: Implemented in
pot-o-validatorfor local verification, mesh consensus, and edge mining tasks.
- Resource-Constrained Runtimes:
#![no_std]-compatible Rust execution paths optimized for low-RAM microcontrollers (ESP32-S3, ESP8266, RISC-V, ARM Cortex-M). - Deterministic Tensor Graphs: Quantized model execution and memory-bounded tensor pathing without continuous cloud dependencies.
- Hardware-Bound Execution: Direct register-level and DMA-friendly execution pipelines for real-time local processing.
- Cover Traffic & Mixnet Routing: Integration with Nym/Sphinx packets to prevent timing analysis and hide peer metadata.
- Local & Mesh Topologies: Automatic local discovery (mDNS, UDP broadcasts) alongside peer-to-peer hidden service routing.
Contributing We welcome issues, PRs, and Discussions across our repositories!
🔓 Core repositories are open source under their respective licenses (MIT or Apache-2.0). Please verify individual repository root files (LICENSE, CONTRIBUTING.md) before submitting contributions.
Focus areas: engine/game optimizations, bug fixes, edge runtime execution, program audits, network transport performance.
Start with Discussions for ideas/questions.
💪 Let's optimize reality.
Security Do not commit real API keys, client secrets, or private keys. Use .env (gitignored) or a secrets manager. Public endpoints do not expose internal URLs or credentials.