Dear [Recipient Name], Given your expertise, I am reaching out to share some details regarding church machines, which I believe serve as an important foundation for our work. For further details and resources, you can review my work at the following links:   - Blog: [Link to Blog]   - GitHub: [Link to GitHub] I would welcome any thoughts or feedback you might have. Best regards, Ken Hh # Architectural Framework: Capability-Based Functional Hardware for AI Safety & Containment ## Executive Summary Current AI safety strategies rely heavily on software-level alignment (RLHF, system prompts, software guardrails) operating atop von Neumann architectures with shared mutable state. This model creates a single point of failure: an advanced optimization process can exploit mutable memory or instruction manipulation to bypass software controls. This framework proposes a **Hardware-Enforced Containment Architecture** (HECA) that maps AI al...