Shifting AI Safety Left: Why Cost Gates Must Fire Before the LLM Call

As AI agents become more autonomous and expensive, traditional reactive monitoring—logging and alerts—only report problems after they've cost real money. This article demonstrates why preventive cost gates that check budgets before API calls execute are essential for production systems, shifting the responsibility of safety and cost control 'left' in the development cycle.