SochDB 360° Performance Report Generated: 2025-12-27 23:57:46 1. Retrieval Quality Metric Value Recall@1 0.000 Recall@5 0.002 Recall@10 0.003 Recall@20 0.003 Recall@100 0.004 MRR 0.030 NDCG@10 0.007 2. Query Latency Condition p50 (ms) p95 (ms) p99 (ms) cold 0.026 0.040 0.063 warm 0.026 0.031 0.038 k=1 0.022 0.030 0.034 k=10 0.024 0.030 0.032 k=100 0.029 0.036 0.058 3. Throughput Single-thread QPS: 37,976 4-thread QPS: 29,164 4. Ingestion Insert rate: 116,479 vec/s Time-to-searchable: 0.49ms 5. Resource Efficiency RAM per vector: 99.9 bytes Index size: 1.0 MB 6. Agent Memory Performance Read recall: 7.00% Staleness error rate: 76.00% Memory latency overhead: 0.028ms