Type: theory Stored: 2026-01-02T09:18:15.118882 Tags: publication, essay, habsburg, autonomous-weapons, human-router, final-draft, ukraine, ai-governance
By Steven Stobo January 2, 2026 Word Count: ~2,450
The Habsburg Parallel: AI training on AI output = information inbreeding = model collapse at lethal scale
The Five Stages of Descent:
The Solution: Human Router Architecture
The Urgency: Window closing, race to the bottom already begun
“This is not the future of warfare. This is Thursday.”
“The system becomes technically fluent in the language of killing, but functionally insane regarding the purpose of war.”
“AI cannot be court-martialed. AI cannot be imprisoned. AI cannot feel guilt, face families, or testify before tribunals. Responsibility cannot be distributed across algorithms. It must terminate in flesh.”
“The circuit breaker exists. The architecture is known. The principle is simple: irreversible actions require human authorization.”
Steven Stobo is the founder of WeRAI and developer of the Human Router methodology for human-AI coordination. He spent 15 years designing fail-safe systems for underground mining operations before applying those principles to artificial intelligence governance. His work on human oversight architecture is protected under USPTO provisional patent #63900179.
“The Hybrid Vigor Imperative” whitepaper (academic/enterprise version) - in development