Randall

Safe autonomous software needs independent validation of generated code, dependencies, tools, and behavior—not just a more capable model.

• Safe autonomy starts with a trust question
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• Persistent attackers meet a larger attack surface
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• The backlog is growing while exploits compose
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• The environment can be unsafe before code runs
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• Inventory the stack, then test the specific risk
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• A validator needs more than plausible findings
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• Put security context where decisions happen
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• Two packages can have no CVEs and still differ
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• An unchanged skill can acquire changed instructions
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• From individual checks to a learning system
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