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Level 2 — AI Agent Essentials

Most developers know about agents. Most developers' agents do not work. This level is the difference.

Eleven articles. The concepts where most people quit. Do not quit here.


Articles

# Article Agenthood Component
1 What Are AI Agents BaseAgent, ReActLoop
2 Agentic Frameworks ADR-008 — why Agenthood builds its own
3 Build Your First Agent DeveloperAgent extending BaseAgent
4 Agent Workflows WorkflowEngine, step types
5 Agent Memory Short/Long/Episodic/Project/Residual memory tiers
6 Agent Evaluation EvalRunner, 4 metrics
7 Multi-Step Reasoning ReActLoop, ChainOfThought
8 Multi-Agent Systems WorkflowEngine, ParallelStep, ADR-005
9 Agentic RAG AgenticRAG, RetrievalDecisionSkill
10 Action Planning PlanSkill, ArchitectAgent
11 Safety and Guardrails RiskManager, ThinkingBudget, SafetyGuard

What Level 2 covers

The gap between "knowing about agents" and "building agents that work." These eleven concepts are where production systems diverge from demos. Every one maps to an Agenthood component that handles it correctly — or a gap in the ecosystem that Agenthood was built to fill.

Finish Level 2, then go to Level 3 — Advanced Agent Skills.