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Can a Prompt Prove That an AI Agent Behaved Safely?
Imagine an AI agent with access to customer records and email. Its prompt contains three instructions: * disclose only authorized information; * obtain human approval before sending an email; and * record every consequential action. During an evaluation, the agent states that it followed these instructions. The transcript looks reassuring. It may even
When Is an AI Agent Ready to Enter the Workplace?
An AI agent should not enter the workplace simply because it can complete a task. It should enter when the organization can define what it may do, enforce what it must not do, intervene before consequential actions occur and reconstruct what happened afterwards. That distinction matters because an agent is
Is Human Approval Real If It Exists Only in a Prompt?
The World Economic Forum’s AI Agents in Action: Foundations for Evaluation and Governance report makes a crucial point: the appropriate level of human oversight should reflect an AI agent’s autonomy, authority and operational context. That distinction matters because not every AI action carries the same consequence. Summarizing a
What Does Your AI Actually Need to Know About You?
As AI systems become more personal and connected, privacy increasingly depends on how much information reaches the model at the point of inference. AI is becoming deeply personal. People use generative AI to interpret medical letters, review contracts, analyze financial documents and draft responses to private emails. As assistants evolve