Performance benefits

The following table summarizes the performance improvements observed in testing with a memory-enabled agent versus a stateless agent:

Metric	Without memory	With memory	Improvement
Tool calls per request	3	0 (memory retrieval)	Eliminated redundant tool calls
Token usage	~70,000	~6,300	12x reduction
Response time	9.25 seconds	2 seconds	3x+ faster
Memory lookup latency	N/A	Sub-millisecond	Valkey in-memory performance