The End of Infinite AI: Architecting Resilient Workflows in an Era of Compute Scarcity

AI agent workflows assume infinite compute , but peak-hour API rate limits cause fatal state corruption and massive, unpredictable bills. To survive compute scarcity, developers must stop "context dumping" and naive API routing. Instead, the modern standard is to build a fault-tolerant AI Gateway using token-budgeted failovers, real-time schema translation, and AST-driven context pruning to drastically cut token costs and keep autonomous loops running.