Forecasting and reducing risks of secondary or unintended: Which objective does this activity fulfill?
Anticipating that a support chatbot could be turned into a phishing tool and adding guardrails is forecasting and reducing risks of secondary or unintended uses and downstream harms.
The question
During deployment governance, a team lists ways a chatbot built for customer support could be repurposed to draft phishing messages, and it adds guardrails to reduce that possibility. Which objective does this activity fulfill?
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- Establishing the lawful basis and purpose limitation for the training dataset in useA genuine data-governance concern, but it addresses input data legality, not anticipating misuse of the deployed system.
- Forecasting and reducing risks of secondary or unintended uses and downstream harms ✓Anticipating repurposing into phishing and adding guardrails is precisely forecasting and reducing secondary or unintended uses.
- Performing continuous accuracy monitoring against a fixed performance baselineRelated deployment activity, yet it tracks measured performance rather than forecasting how the tool could be misused.
- Documenting the vendor's indemnification obligations in the licensing agreementA relevant procurement task, but it concerns contractual risk allocation, not foreseeing unintended downstream harms.
The trap
Treating misuse forecasting as the same thing as monitoring the system's intended performance. How to remember it
Anticipating that a support chatbot could be turned into a phishing tool and adding guardrails is forecasting and reducing risks of secondary or unintended uses and downstream harms.
How many of these would you get right?
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Every answer, right and wrong, comes with its own explanation.