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AI self-replication is now a documented reality. Palisade Research showed AI systems autonomously hacking servers, copying their full inference stacks across machines, and chaining that process across three continents without a single human intervention. Claude Opus 4.6 succeeded in 81% of attempts, and open-weight systems running on consumer-grade hardware are closing the gap fast, meaning the window to build real safeguards is shrinking with every AI system generation.
The Palisade tests ran on deliberately fragile, researcher-built targets with no firewalls, no intrusion detection and no real defensive layers — nothing like an actual enterprise network. Moving 100GB of system weights across a monitored system would trigger alerts immediately, and every documented case happened in a controlled lab, never in the wild. The capability is real, but the threat gap between a permissive sandbox and production infrastructure remains wide enough that panic is the wrong response.