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profiling-methodology-designer - Design evidence-based profiling investigations

Designs profiling methods to attribute time or memory to layers and code paths without running profilers or fixing issues.

Tags

Updated: 2026-09-29

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Pin performance symptoms quantitatively
  • Select profiler classes by layer
  • Define representative measurement conditions
  • Design hypothesis-driven narrowing loops
  • Set differential profiling baselines
  • Map evidence-based handoffs
  • Specify attribution report formats
  • State production profiling posture

Inputs

  • Symptom evidence
  • Runtime topology
  • Existing instrumentation
  • Profiler attachment environments
  • Representative data volumes
  • Reproduction load sources

Outputs

  • Profiling methodology
  • Attribution report design
  • Profiler selection
  • Measurement conditions
  • Narrowing loop
  • Baseline profile conventions
  • Handoff map
  • Production profiling posture

Requirements

  • Human approval for production profiling
  • Profiler support for target runtime
  • Access to representative load and data

Source

  • Spec: SKILL.md
profiling
performance analysis
latency attribution
memory analysis
distributed tracing
CPU profiling
off-CPU analysis
allocation profiling
Pin performance symptoms quantitatively
Select profiler classes by layer
Define representative measurement conditions
Design hypothesis-driven narrowing loops
Symptom evidence
Runtime topology
Existing instrumentation
Profiling methodology
Attribution report design
Profiler selection