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PERFORMANCE ENGINEERING - Diagnose bottlenecks and optimize system performance

Diagnoses performance problems, identifies bottlenecks through profiling, and applies targeted optimizations validated under realistic load.

Tags

Updated: 2026-10-05

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Profile systems under realistic load
  • Identify performance bottlenecks
  • Define percentile-based targets
  • Diagnose system constraints
  • Apply targeted optimizations
  • Validate changes with repeat measurements
  • Assess operational consequences

Inputs

  • System performance symptoms
  • Application architecture
  • Profiling and monitoring data
  • Production-scale data and concurrency
  • Performance targets
  • Code, queries, or configuration

Outputs

  • Performance diagnosis
  • Ranked bottleneck hypotheses
  • Targeted optimization changes
  • Before-and-after percentile measurements
  • Performance and capacity assessment

Requirements

  • Profiling evidence
  • Realistic load environment
  • Production-like data volumes
  • Monitoring and tracing access
  • Permission to inspect or modify systems
  • Percentile measurement support

Source

  • Spec: SKILL.md

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performance engineering
profiling
bottleneck analysis
load testing
latency
scalability
observability
Profile systems under realistic load
Identify performance bottlenecks
Define percentile-based targets
Diagnose system constraints
System performance symptoms
Application architecture
Profiling and monitoring data
Performance diagnosis
Ranked bottleneck hypotheses
Targeted optimization changes