AI operating costs are surging as providers pivot from investor-subsidized pricing to profitable models ahead of potential public offerings. This transition requires developers to optimize token usage and reconsider multi-agent workflows that can exponentially increase infrastructure bills compared to simple chat functions. Monitoring the industry-wide shift toward smaller, specialized, and open-source models is now essential for maintaining the financial viability of AI-driven applications.
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