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)

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

REST API for conservation spectral analysis

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

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

Spectral conservation analysis of financial market regimes

TypeScript SDK for OpenConstruct — agent onboarding for the SuperInstance ecosystem

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

Hyperbolic geometry embeddings using Poincaré ball and Lorentz models

Conservation Spectral SDK — OpenCL implementation for portable GPU-accelerated spectral graph analysis

C bindings for OpenConstruct — header file, examples, and test harness for the C ABI

PLATO Sonar Text — text perception and sonar-based content analysis for PLATO rooms

Interactive multi-agent field dynamics simulation with spectral forces

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

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

Inverse conservation problem — reconstruct graphs from spectral measurements

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

Conservation Spectral SDK — SIMD-accelerated spectral graph analysis in Mojo