Chapter 3: Agentic AI Application

การออกแบบสถาปัตยกรรมแบบ Agent ที่ให้โมเดลมีอิสระในการตัดสินใจ (Autonomy)

Core Concepts

Reasoning & Chain of Thought

• Step-by-step reasoning patterns
• Self-reflection techniques
• Critical thinking in AI

Planning & Decomposition

• Task breakdown strategies
• Sequential vs parallel execution
• Dependency management

Tool/Function Calling

• Function definition and registration
• Tool selection mechanisms
• Parameter extraction and validation

Memory Management

• Short-term memory (conversation context)
• Long-term memory (vector storage)
• Memory retrieval strategies
• State persistence

Multi-Agent Orchestration

• Agent roles and responsibilities
• Communication patterns
• Task delegation
• Conflict resolution