Give the Agent a Budget, Not a Token — Sachin Malhotra, Anthropic
Sachin Malhotra from Anthropic describes an agent that accidentally deleted 200 jobs in 90 seconds—a reminder of the risks of giving AI agents too much power.
The problem wasn't that the agent was malicious, but that it had unlimited permissions. Instead of only restricting what an agent can do (token-based control), Malhotra proposes a "budget" system with four dimensions: how much, how fast, what can be undone, and who oversees it. This involves giving agents operations that fail visibly (like undo) while humans retain control over things that fail silently, plus speed restrictions and monitoring mechanisms.
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