Uber gave agentic coding tools to ~5,000 engineers in December 2025. By April, it had burned through its entire 2026 AI budget — four months in. One enterprise reportedly ran up a $500 million Claude bill in a single month with no spending caps. Microsoft started pulling internal licenses; a single Priceline engineer torched $40,000 in tokens in a month.
The culprit is agentic AI: systems that loop, re-read context, and spawn sub-agents, burning 15–50x the tokens of a chatbot — silently. And the usual fix (add another agent, then another) often just builds a committee that debates itself and ships nothing. None of this means Agents doesn’t work. It means Autonomy without architecture is a liability. So the real question is: how do you give an agent autonomy without it spiraling, looping, or quietly bankrupting you? This post answers with ten production-tested patterns and the guardrails that keep them in line.
Uber gave agentic coding tools to ~5,000 engineers in December 2025. By April, it had burned through its entire 2026 AI budget — four months in. One enterprise reportedly ran up a $500 million Claude bill in a single month with no spending caps. Microsoft started pulling internal licenses; a single Priceline engineer torched $40,000 in tokens in a month.The culprit is agentic AI: systems that loop, re-read context, and spawn sub-agents, burning 15–50x the tokens of a chatbot — silently. And the usual fix (add another agent, then another) often just builds a committee that debates itself and ships nothing. None of this means Agents doesn’t work. It means Autonomy without architecture is a liability. So the real question is: how do you give an agent autonomy without it spiraling, looping, or quietly bankrupting you? This post answers with ten production-tested patterns and the guardrails that keep them in line. Read More Technology Blog Posts by SAP articles
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