Optimize vector search latency for our production system. ## Current Performance - P50: {{p50_ms}}ms - P95: {{p95_ms}}ms - P99: {{p99_ms}}ms ## Target Performance - P99: {{target_p99}}ms ## System Configuration {{system_config}} Think through optimization approaches: **Step 1**: Profile current latency breakdown - Network latency - Index search time - Post-processing **Step 2**: Identify optimization opportunities - Index tuning parameters - Query optimization - Caching strategies **Step 3**: Evaluate trade-offs - Accuracy vs latency - Memory vs speed - Cost implications **Step 4**: Implementation plan - Quick wins - Medium-term improvements - Architectural changes Provide specific configuration changes and expected improvements.
Vector Search Latency Optimizer
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Systematically optimize vector search latency through profiling, index tuning, query optimization, and caching with quantified trade-off analysis.
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Details
Category
AnalysisUse Cases
Latency optimizationVector search tuningPerformance improvement
Works Best With
claude-sonnet-4-20250514gpt-4o
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