🔄 Memory Consistency Testing#
Multimodal memory systems require specialized testing approaches:
- Cross-Modal Retrieval: Test whether information stored through one modality can be correctly retrieved when prompted through different modalities.
- Temporal Consistency: Verify that memory retrieval respects temporal relationships and maintains chronological accuracy.
- Associative Accuracy: Ensure that cross-modal associations are correctly formed and maintained over time.
Systematic evaluation of multimodal agent performance requires comprehensive benchmarks:
- Response Latency: Measure system response times across different modality combinations and memory loads.
- Memory Capacity: Determine maximum memory capacity before performance degradation occurs.
- Retrieval Accuracy: Assess the quality and relevance of retrieved memories across different query types.
🔗 Integration Testing#
End-to-end testing ensures that all system components work together effectively:
- Scenario-Based Testing: Create realistic interaction scenarios that exercise all aspects of the multimodal system.
- Stress Testing: Evaluate system behavior under high load, memory pressure, and degraded input conditions.
- User Experience Testing: Gather feedback from real users to identify practical limitations and improvement opportunities.