🌿AI Agents Core Concepts

This is a map of concepts behind AI agents.

Foundation

• What is an AI Agent
• Agentic vs Predetermined Workflows
• When to Use Agents vs Simple LLM Calls

Architecture

• Agent Architecture Types
• Agent Architecture Components
• Cognitive Agent Architecture
• Single vs Multi-Agent Systems

Memory

• Agent Memory Systems
• Vector Databases for Agent Memory
• Memory Retention and Decay

Capabilities

• Tool Use in AI Agents
• Agent Planning Strategies
• Agent Personas and System Prompts

Implementation

• LangGraph and Agent Frameworks
• Agent Evaluation and Monitoring

References

• https://huyenchip.com/2025/01/07/agents.html

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