II.
SkillArea JSON
Structured · liveskill-area:np-hard-heuristics
Heuristics for NP-Hard Problems json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:np-hard-heuristics",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-algorithms.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Heuristics for NP-Hard Problems",
"description": "Approximation algorithms, local search, simulated annealing,\nbranch-and-bound, and metaheuristics for intractable problems.\n",
"domains": [
"specialization:algorithms-optimization"
],
"expertiseLevels": [
"expert",
"authoritative"
]
},
"outgoingEdges": [
{
"from": "skill-area:np-hard-heuristics",
"to": "specialization:algorithms-optimization",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:software-development",
"to": "skill-area:np-hard-heuristics",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "lib-agent:algorithms-optimization--algorithm-designer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:algorithms-optimization--competitive-programmer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:chemical-engineering--energy-efficiency-engineer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--heat-integration-specialist",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--separation-process-engineer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:computer-science--algorithm-analyst",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--algorithm-engineer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--approximation-specialist",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--complexity-theorist",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--computability-theorist",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--interdisciplinary-connector",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:computer-science--performance-modeler",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--randomized-algorithms-expert",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--theory-paper-author",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--conjecture-analyst",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--discrete-optimization-expert",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--optimization-expert",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--proof-strategist",
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:quantum-computing--pqc-analyst",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:quantum-computing--quantum-finance-analyst",
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:quantum-computing--quantum-optimization-engineer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--variational-algorithm-specialist",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:chemical-engineering--pinch-analyzer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:chemical-engineering--separation-sequence-synthesizer",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--amortized-analysis-assistant",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--approximation-ratio-calculator",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:computer-science--asymptotic-notation-calculator",
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
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{
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"attributes": {
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}
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{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
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{
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"attributes": {
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}
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{
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}
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{
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{
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{
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{
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{
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}
}
]
}