Why Traditional Software Testing Breaks Down for AI Agents

Traditional software testing playbook of integration tests, end to end tests with known inputs and expected outputs fundamentally breaks down for agentic AI systems. Traditional testing assumes deterministic state machines, however, agents are non-deterministic. The answer is to stop testing execution paths and start testing properties, invariants.