Guidance is more likely to change an AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition →'s behavior when completing the task requires responding to it. In Stripe's integration experiments, agents ignored warnings embedded in API responses and rarely encountered instructions buried in dependency files. A blocking error for an outdated API version produced a different response: under the test conditions, agents identified the mismatch and corrected their requests. The experiment report explains the mechanism: a warning leaves the task moving forward, whereas the error makes correction necessary. This supports putting actionable guidance at the point of failure in the tested workflow.
Terms in this piece · Glossary
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
