Google Ads has introduced a new feature that allows advertisers to create budget segments, enabling them to allocate their budget more effectively across different campaigns or periods. This feature is designed to help optimize spending and improve overall campaign performance by offering more granular control over budget distribution. Advertisers can now customize their budget settings based on specific needs and objectives.

DSPy addresses the challenge of selecting effective prompts within fixed optimization budgets while adhering to constraints like cost and safety. The article critiques DSPy's current approach, highlighting issues related to budget allocation, variance control, and prompt structuring, and proposes enhancements for better performance in deployment settings. By emphasizing a structured prompt design and explicit budget management, the suggested changes aim to improve DSPy’s efficiency in real-world applications.