- Defines automated and manual testing strategies for AI + deterministic workflows.
- Tests nondeterministic behaviour: agent actions, tool use, safety boundaries, hallucination guardrails.-deterministic behaviour: agent actions, tool-use, safety boundaries, hallucination guardrails.
- Creates synthetic and real-world test scenarios across edge cases and risk conditions.-world test scenarios across edge cases and risk conditions.
- Ensures observability, telemetry and monitoring criteria are validated before deployment.
- Validates integration, performance and regression across production like environments-like environments