Retain treatment and monitor severe misuse pathways: Which governance conclusion is most defensible?
Removable watermarking and uncertain frequency leave a severe misuse pathway; continue treatment and monitor actual use and bypasses.
The question
A media company uses generative AI to create synthetic voices for entertainment. Watermarking reduces ordinary misuse, but a third party can remove it and create a realistic voice claiming that a local emergency occurred. The company has limited evidence about misuse frequency. Which governance conclusion is most defensible?
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- Rely on watermarking because ordinary misuse decreased.Reduced ordinary misuse does not address removable safeguards, information-integrity harms, or potentially severe consequences from realistic false emergencies.
- Transfer responsibility to downstream distributors.Distributors may create value-chain dependencies, but the company still needs to manage foreseeable misuse arising from its generated content.
- Retain treatment and monitor severe misuse pathways. ✓Low frequency evidence does not negate severe foreseeable harm; continue treatment, test bypasses, and monitor actual misuse and response needs.
- Estimate frequency before allocating further resources.Frequency information helps prioritization, but waiting for better estimates can leave severe foreseeable information-integrity risks insufficiently treated.
The trap
Do not equate low observed frequency with low priority when the misuse pathway is foreseeable and consequences are severe. How to remember it
Removable watermarking and uncertain frequency leave a severe misuse pathway; continue treatment and monitor actual use and bypasses.
How many of these would you get right?
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