Building Open Source Tools & Research
Developer tools, AI research, and regenerative ventures. From deterministic project generators to novel transformer architectures — shipping real software under open licenses.
About
WCNegentropy is a Delaware holdco building across open-source developer tools, experimental AI research, and regenerative agriculture. We ship MIT-licensed software, publish novel model architectures, and are bootstrapping a regenerative ag pilot in New Jersey.
Developer Tools
Procedural generators, CLI tools, and cross-platform desktop apps under MIT license.
AI Research
Novel transformer architectures and wave-interference memory systems on HuggingFace.
Regenerative Ag
Proprietary vermicomposting systems and carbon sequestration models for NJ.
Flagship Project
retro-vibecoder (UPG)
Universal Project Generator
A CLI tool and cross-platform Tauri desktop app that procedurally generates full working boilerplate tech stacks and projects from a single deterministic seed. Powered by a constraint solver engine with 40+ generation strategies across 7 archetypes and 12 languages — including C++, Rust, Go, Python, TypeScript, Ruby on Rails, PHP Laravel, Flutter, SwiftUI, and more.
Coming Soon
More open-source projects in active development, shipping soon.
PQC Privacy Layer
Post-Quantum Cryptography-backed digital layer for user data privacy, ownership, and sovereignty in the coming Quantum age. Designed to protect personal data against both classical and quantum adversaries.
Procedural Game Engine
A procedural game engine and game already rendering, building, and running. Custom engine with procedural generation at its core — targeting release after several more weeks of implementation and polish.
Research
Experimental AI architectures and novel algorithms published on HuggingFace. Free for research and academic use.
BitTransformerLM
A novel binary transformer for low-resource settings with 9-bit encoding (8 data + 1 parity), reversible architecture, and built-in safety telemetry. Available free for research.
WrinkleBrane
Wave interference-based transformer variant using 4D tensor operations. High-precision associative memory with parallel retrieval (150+ dB PSNR).
HuggingFace Model Card →Regenerative Agriculture
We're also building regenerative agricultural models to monetize planetary repair — from quality soil amendments to carbon sequestration and carbon credits. This venture is in the bootstrapping phase as we prepare our internal pilot program.
NJ Pilot Program
Our NJ-based pilot program will validate our proprietary vermicomposting system at small scale, proving the necessary processes to move to full commercial production. We hope to see a future where businesses profit from reversing damage to the earth rather than causing it.
Follow Progress on X →Contact
For project inquiries, collaborations, or support:
Email: contact@wcnegentropy.com
or use the contact form: