This is an independent academic sandbox. Any references to autonomous cybersecurity platforms, defense software, or agentic enforcement mechanisms are for critical analysis and public commentary. We claim no ownership over commercial trademarks or state defense initiatives. Any inquiries regarding this observatory's independent status must be routed via secure channels to: legal@thedomainadministration.com