Your agent tests are probably useless.

Not because testing agents is impossible. But because you're testing the wrong things.

**The Problem:**
- LLM outputs are non-deterministic
- Tool calls vary
- Conversation flows are dynamic
- Traditional `assert response == "expected"` fails constantly

**The Solution: 3-Layer Testing Framework**

**Layer 1: Unit Testing**
Test tool functions, not the agent
- API calls work correctly
- Error handling triggers
- Input validation passes
- Deterministic behavior

**Layer 2: Integration Testing**
Test agent decisions with eval datasets
- Right tool selected?
- Parameters correct?
- Outcome achieved?
- 90%+ pass rate required

**Layer 3: Production Testing**
Test outcomes with real usage
- Task success rate >90%
- User satisfaction monitoring
- Cost per request tracking
- Real-time alerts

Agentic AI Enterprise Bootcamp
→ https://bootcamp.nachiketh.in
→ → Production testing + deployment strategies