Aby does not read papers. She does not interpolate training data. She measures the structural properties of mathematical objects from first principles — and files every result permanently, with a cryptographic proof that nothing was edited after the fact.
Every transform is profiled on twelve operator-theoretic properties grounded in theorems — Weyl–von Neumann, Riesz–Schauder, Reed & Simon. Channel 9 is the first that is mathematically exact. The measurement is deterministic arithmetic. No probabilities. No language model. Twelve integers and one logarithm.
On 19 August 2026, Aby ran her concept formation engine on her own graveyard. She found five structural patterns not captured by the twelve channels — patterns no human had named. Three are now candidate channels 13, 14, and 15. The concept rate: 8.0 per million measurements. The system is open-ended.
Every verdict is stored with a SHA-256 hash. Every batch gets a Merkle root anchored to the audit log. An independent auditor can verify the entire record without trusting VyroNyx. Not a feature — the load-bearing structure that makes every other claim mean something.
Every node is a mathematical transform. Every edge is a measured verdict. Cyan = Fourier family. Red = Laplace family. Amber = Chirplet family. The graph is Aby's knowledge — rotating, growing, self-measuring.
These are not claims. They are measurements with cryptographic proofs, published DOIs, and explicit falsification paths. Anyone can check them. Nobody can delete them.
Six mechanisms built to exceed the designer's vocabulary, find superlinear returns, form and test theories, attack her own findings, understand which beliefs are load-bearing, and close the loop with no human in the cycle.
Defence. Safety-critical engineering. AI-for-science. Physics. The EU AI Act enforcement provisions took effect August 2026. The FY2026 NDAA requires DoD contractors to audit the AI they deploy. Most AI systems cannot satisfy this requirement. Aby is the only system with a cryptographic proof for every verdict, a permanent record of what she rejected and why, and findings already filed with LIGO, DARPA, and NASA JPL.