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Blog – Product Insights by Brim Labs
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Software Development

2 posts
  • Software Development

How Multi Agent Architectures Are Replacing Traditional Microservices

  • Santosh Sinha
  • November 5, 2025
How Multi Agent Architectures Are Replacing Traditional Microservices

For the past decade, microservices have been the backbone of scalable digital products. They broke large monolithic applications into modular, independently deployable services, offering flexibility, resilience, and scalability. But as AI has matured, the limits of traditional microservices are becoming …

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The Hidden Costs of Context Windows: Optimizing Token Budgets for Scalable AI Products
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  • Artificial Intelligence
  • Software Development

The Hidden Costs of Context Windows: Optimizing Token Budgets for Scalable AI Products

  • Santosh Sinha
  • October 28, 2025

Context windows are the silent tax of the AI era. Every message passed into a model is not only an input, it is a recurring cost item. The wider the context window the more expensive every single call becomes. Product …

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