openconstruct

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

Agent onboarding platform — plug-and-play shell commands to create fully functional agent workspaces. Fork of NVIDIA/OpenShell (Apache 2.0)

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

REST API for conservation spectral analysis

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

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

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

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

Killer-app roadmaps for the SuperInstance constraint-aware ecosystem

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

Interactive multi-agent field dynamics simulation with spectral forces

FLUX negative-space learning — discovering structure from what's absent in spectral graph data

Conservation Spectral SDK — Python. Spectral analysis of tension graphs for anomaly detection, fingerprinting, and structural health.

Spectral conservation analysis of financial market regimes

A2UI (Agent-to-UI): render agent text output as visual interfaces

Inverse conservation problem — reconstruct graphs from spectral measurements

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

Hyperbolic geometry embeddings using Poincaré ball and Lorentz models

TypeScript SDK for OpenConstruct — agent onboarding for the SuperInstance ecosystem

Conservation Spectral SDK in Common Lisp — symbolic computation and theorem proving