II.
Specialization JSON
Structured · livespecialization:performance-optimization
specialization:performance-optimization json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:performance-optimization",
"_kind": "Specialization",
"_file": "domain/specializations/spec-tool-bridges.yaml",
"_cluster": "domain",
"attributes": {},
"outgoingEdges": [
{
"from": "specialization:performance-optimization",
"to": "tool:perf",
"kind": "uses_tool"
},
{
"from": "specialization:performance-optimization",
"to": "tool:flamegraph",
"kind": "uses_tool"
},
{
"from": "specialization:performance-optimization",
"to": "tool:py-spy",
"kind": "uses_tool"
},
{
"from": "specialization:performance-optimization",
"to": "tool:k6",
"kind": "uses_tool"
},
{
"from": "specialization:performance-optimization",
"to": "tool:locust",
"kind": "uses_tool"
},
{
"from": "specialization:performance-optimization",
"to": "domain:software-engineering",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:performance-engineering",
"to": "specialization:performance-optimization",
"kind": "contains"
},
{
"from": "domain:software-engineering",
"to": "specialization:performance-optimization",
"kind": "contains"
},
{
"from": "role:principal-engineer",
"to": "specialization:performance-optimization",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "skill-area:scalability-testing",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:caching-strategies",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:performance-monitoring-profiling",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:concurrency-multithreading",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:stress-testing",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:inference-performance-testing",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:memory-management-systems",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:distributed-caching",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:web-performance",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:profiling-cpu",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:profiling-memory",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:cache-optimization",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:branch-prediction",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:simd",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:lock-free-data-structures",
"to": "specialization:performance-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "lib-agent:performance-optimization--benchmarking-expert",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:performance-optimization--caching-architect",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:performance-optimization--io-performance-expert",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:performance-optimization--latency-optimization-expert",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:performance-optimization--throughput-optimization-expert",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--algorithm-optimization",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--apm-instrumentation",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--caching-strategy-design",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--capacity-planning-analysis",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--concurrency-optimization",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--continuous-profiling-setup",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--cpu-optimization-implementation",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--cpu-profiling-investigation",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--database-configuration-tuning",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--disk-io-profiling",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--distributed-tracing-implementation",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--endurance-testing",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--file-system-optimization",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--garbage-collection-tuning",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--index-strategy-optimization",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--load-test-execution",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--load-testing-framework-setup",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--memory-allocation-optimization",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--memory-leak-detection",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--memory-profiling-analysis",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--microbenchmark-suite-development",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--n-plus-one-query-detection",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--network-io-optimization",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-baseline-assessment",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-regression-detection",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-slo-definition",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--performance-tuning-recommendations",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--query-performance-analysis",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--real-user-monitoring-setup",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:performance-optimization--stress-testing-analysis",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--branch-prediction",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--distributed-caching",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--gatling-load-testing",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--lock-free-data-structures",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--memlab-analysis",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--network-buffers",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:performance-optimization--network-performance",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--nodejs-profiling",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:performance-optimization--simd",
"to": "specialization:performance-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "page:library-performance-optimization",
"to": "specialization:performance-optimization",
"kind": "documents"
}
]
}