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AI governance isn't failing because we lack regulation-it's failing at execution
There's a lot of movement around AI regulation right now (EU AI Act, US frameworks, etc.), but in practice many of these governance models don’t survive contact with real, agentic systems.
A recent paper I was involved in looks at why compliance frameworks tend to break at the operational layer - things like:
- human oversight that works on paper but collapses in real workflows
- enforcement gaps across jurisdictions
- fragmented compliance creating systemic risk rather than safety
The goal wasn't to rehash regulations, but to analyze where governance actually fails once AI systems are deployed and interacting autonomously.
Paper + more context in the comments.
Happy to discuss or get critical feedback.
- mykytamudryi 9mo agohttps://arxiv.org/abs/2512.02046 https://arxiv.org/abs/2512.02046