II.
Specialization JSON
Structured · livespecialization:algorithms-optimization
specialization:algorithms-optimization json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:algorithms-optimization",
"_kind": "Specialization",
"_file": "domain/specializations/spec-tool-bridges.yaml",
"_cluster": "domain",
"attributes": {},
"outgoingEdges": [
{
"from": "specialization:algorithms-optimization",
"to": "library:numpy",
"kind": "uses_library"
},
{
"from": "specialization:algorithms-optimization",
"to": "library:pytorch",
"kind": "uses_library"
},
{
"from": "specialization:algorithms-optimization",
"to": "domain:software-engineering",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:algorithmic-trading",
"to": "specialization:algorithms-optimization",
"kind": "contains"
},
{
"from": "domain:search-engineering",
"to": "specialization:algorithms-optimization",
"kind": "contains"
},
{
"from": "domain:compiler-engineering",
"to": "specialization:algorithms-optimization",
"kind": "contains"
},
{
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"to": "specialization:algorithms-optimization",
"kind": "contains"
},
{
"from": "domain:marketplace",
"to": "specialization:algorithms-optimization",
"kind": "contains"
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{
"from": "domain:ride-sharing",
"to": "specialization:algorithms-optimization",
"kind": "contains"
},
{
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"to": "specialization:algorithms-optimization",
"kind": "contains"
},
{
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"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:research-scientist",
"to": "specialization:algorithms-optimization",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "skill-area:dynamic-programming",
"to": "specialization:algorithms-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
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"to": "specialization:algorithms-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
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{
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"to": "specialization:algorithms-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
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"to": "specialization:algorithms-optimization",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
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"attributes": {
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{
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},
{
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"attributes": {
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},
{
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"attributes": {
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{
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"attributes": {
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},
{
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"attributes": {
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}
},
{
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"attributes": {
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{
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"attributes": {
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{
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{
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"attributes": {
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