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Cognitive Architecture: How LLMs Are Changing the Way We Build Software

Software architecture has long been rooted in object-oriented and, later, service-oriented paradigms. These models have helped teams build modular systems, isolating behavior into manageable services that communicate over well-defined APIs. As systems grew, microservices brought benefits like scalability and decoupling, but also introduced significant complexity in orchestration. 

Today, we’re witnessing a fundamental shift. The growing influence of foundation models, particularly large language models (LLMs), is changing how we approach software design. These models aren’t just code libraries; they can understand context, reason about goals, and generate human-like responses. This has led to the rise of agent-oriented programming, where autonomous agents, not statically programmed services, drive system behavior. In this new paradigm, agents are constructed from language models, structured prompts, memory layers, and external tools. 

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