OpenConstruct Integration Hub — the meta-repo and entry point for the SuperInstance ecosystem. Architecture, module catalog, getting started, and build system.

Geometric visualizations of spectral conservation — Laplacian as rubber sheet, eigenvalue shells, phase portraits

Conservation-aware generative art from spectral graph theory

Research documentation for the Conservation Spectral Framework — papers, proofs, manifestos

Hamiltonian constraint systems — symplectic integration with conservation law enforcement on graph structures

Conservation Spectral SDK — Pascal implementation for structured spectral graph analysis

Publication-ready research papers on conservation spectral analysis

Symplectic optimization — Hamiltonian integrators, conservation laws, natural gradient descent on Riemannian manifolds

Persistent homology for flow networks: Vietoris-Rips filtration, Betti numbers, bottleneck distance, persistence spectra

Hyperbolic geometry embeddings using Poincaré ball and Lorentz models

Spectral conservation analysis of social networks — bot detection, echo chambers, influence

TypeScript SDK for OpenConstruct — agent onboarding for the SuperInstance ecosystem

Conservation Spectral SDK — spectral graph theory for conservation analysis in TypeScript

Conservation Spectral SDK — Fortran implementation for HPC spectral graph analysis with BLAS/LAPACK integration

Mathematically elegant spectral graph theory in pure Rust — Laplacian, eigenvalues, conservation ratio, Fiedler analysis

Oscar.jl-inspired music algebra — HarmonicRing, PLRGroup, TropicalHarmony, TuningField, DialGeometry. 226 tests.

REST API for conservation spectral analysis

Tropical attention — max-plus softmax, tropical transformer layers, Newton polytopes, piecewise-linear decision boundaries

Killer-app roadmaps for the SuperInstance constraint-aware ecosystem

The graphing calculator as instrument. Sculpt waveforms with splines, hear them as sound, see quality emerge from curves.