This repository implements a dictionary-driven, sheaf-based semantic communication framework for heterogeneous AI agents, learning both the communication topology and sheaf maps for latent-space alignment, supported by a sparse dictionary–based semantic denoising and compression module that builds a shared global semantic space.

This repository contains the Trivian Invitation Protocol, a cooperative intelligence framework for human–AI harmonic function and multi-agent alignment.

Ripple_Logic: A rights-constrained ripple-aware ethical decision operating system for governance, AI alignment, and institutional decision-making.