Budget alerts report the overrun after the money is gone. Here's a pre-flight, atomic budget cap for OpenAI and Anthropic clients that you can copy and paste.
LLM API Spending Limits: Why 20 Agents Under Budget Still Blow the Cap (with Python Fix)
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