How to Set Spending Limits for AI Agents: enforce at the payment layer, not the prompt

Recent incidents involving AI agents making unauthorized purchases and incurring unexpected costs have highlighted a critical need for robust spending controls. Experts are now emphasizing that these limits should be enforced outside of the agent's prompt, specifically at the payment layer, to prevent circumvention. This shift reflects growing consumer concerns and regulatory scrutiny regarding AI agents' financial authority, and companies should implement measures like isolated agent wallets, per-payment caps, and confidence-based approval gates to mitigate risk.

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