Chapter 3 Core System Components and Internal Implementation
3.1 Introduction The previous chapter explained how a user request flows through the Adaptive Cognitive AI (ACAI) architecture. This chapter focuses on the internal engineering components that make the architecture possible. Unlike a traditional chatbot, ACAI is designed as a collection of independent but coordinated modules. Each module has a clearly defined responsibility, communicates through structured interfaces, and can be improved independently without redesigning the entire system. This modular approach follows established software engineering principles such as separation of concerns, maintainability, scalability, and testability. 3.2 System Components The complete ACAI architecture consists of the following primary components. ┌──────────────────────────────────────────────┐ │ USER INTERFACE │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ API GATEWAY & AUTHENTICATION │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ INTENT ANALYZER │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ GOAL ANALYZER │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ DYNAMIC TASK PLANNER │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ SEMANTIC MEMORY MANAGER │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ KNOWLEDGE RETRIEVAL ENGINE │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ CONTEXT OPTIMIZATION ENGINE │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ FOUNDATION LANGUAGE MODEL │ └──────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────┐ │ MULTI-AGENT COORDINATOR │ └─────────────────────