II.
SkillArea JSON
Structured · liveskill-area:performance-monitoring-profiling
Performance Monitoring and Profiling json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:performance-monitoring-profiling",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Performance Monitoring and Profiling",
"description": "Observing live and test-time performance - tracing hot paths, measuring\nlatency/resource use, and turning telemetry into optimization decisions.\n",
"domains": [
"specialization:performance-optimization",
"domain:observability"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:performance-monitoring-profiling",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "domain:observability",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:observability-pipeline",
"kind": "requires_skill_area"
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:profiling-cpu",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:profiling-memory",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:cache-optimization",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:branch-prediction",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:simd",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "skill-area:lock-free-data-structures",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "stack-profile:rate-limiting-api-throttle",
"to": "skill-area:performance-monitoring-profiling",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:ai-agents-conversational--latency-optimizer",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:code-migration-modernization--performance-validation-agent",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:desktop-development--performance-test-engineer",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:game-development--compatibility-tester",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:game-development--game-qa",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:software-architecture--performance-engineer",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--algorithm-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--apm-instrumentation",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--caching-strategy-design",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--capacity-planning-analysis",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--concurrency-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--continuous-profiling-setup",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--cpu-optimization-implementation",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--cpu-profiling-investigation",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--database-configuration-tuning",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--disk-io-profiling",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--distributed-tracing-implementation",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--endurance-testing",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--file-system-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--garbage-collection-tuning",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--index-strategy-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--load-test-execution",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--load-testing-framework-setup",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--memory-allocation-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--memory-leak-detection",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--memory-profiling-analysis",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--microbenchmark-suite-development",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--n-plus-one-query-detection",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--network-io-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-baseline-assessment",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-regression-detection",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-slo-definition",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-tuning-recommendations",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--query-performance-analysis",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--real-user-monitoring-setup",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--stress-testing-analysis",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:software-architecture--performance-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:code-migration-modernization--performance-baseline-capturer",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:desktop-development--bundle-size-analyzer",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:desktop-development--memory-leak-detector",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:desktop-development--power-management-monitor",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:desktop-development--startup-time-profiler",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:desktop-development--wpf-high-dpi-analyzer",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:game-development--asset-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:game-development--console-performance",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:game-development--lod",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:game-development--mobile-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:game-development--occlusion-culling",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:game-development--shader-optimization",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:game-development--unity-profiler",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:software-architecture--performance-profiler",
"to": "skill-area:performance-monitoring-profiling",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
}
]
}