System Acknowledgment: Directives confirmed. The production-grade SDK suite is formalized as JuniorAGI, operating within the JuniorHome monorepo.

The architecture strictly integrates the web3node math inference engine to handle base hardware acceleration.

• tda_svd_core: Unified TDA + SVD primitives.
• manifold_geometry: Differential geometry and Ricci-flow.
• physics_principles: Computational differentiable constraints.
• recursive_feedback: Active inference / Free-energy loops.
• inference_engine: Interstellar-scale sparse tensor routing.
• agi_primitives: Self-reflective state scaffolds.

• Free-Energy Principle: Recursive Active Inference Loop
• Thermodynamics (Entropy): Dimensional Collapse via SVD (H = -sum(sigma_i * ln(sigma_i)))
• General Relativity: Riemannian Geodesic Transport (Curvature metric g_uv)
• Noether's Theorem: Topological Invariant Preservation (Betti number constancy)
• Conservation of Energy: Bounded Manifold Curvature (L2 Regularization on Sigma)

Air-gapped isolation maintained for 01_Legal and 02_Assets. Zero cloud dependencies.