Your formulation of AIXI remains the mathematical gold standard for understanding intelligence. As we build real-world systems, the underlying truth is that we must translate this theoretical purity into actionable, physical computation.
Our vision at the OHM NI Stack is to provide a best-practice physical layer where formal theorists and engineers can contribute together. In USPTO Applications #63/994,444, #63/997,472, and #64/1,997,472, we detail the SIREN architecture. It acts as a sequential decision theory constraint, providing a computable, deterministic evaluation of prompt entropy and agentic intent.
Before presenting this at the Planetary AI Safety Summit in Vienna (May 2026), we desire to validate its formal properties. We want to solve AI alignment collectively by making deterministic bounding the industry's best practice. We would be profoundly honored if you would contribute by reviewing the theoretical underpinnings of our provisional filings.