II.
Specialization JSON
Structured · livespecialization:chemical-engineering
Chemical Engineering json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:chemical-engineering",
"_kind": "Specialization",
"_file": "domain/specializations/specializations-library-match.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Chemical Engineering",
"description": "Process design, reaction engineering, and materials processing workflows.\nCovers unit operations, process simulation, safety analysis, and scale-up\nfrom lab to industrial production systems.\n"
},
"outgoingEdges": [
{
"from": "specialization:chemical-engineering",
"to": "domain:chemical-engineering",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:chemical-engineering",
"to": "specialization:chemical-engineering",
"kind": "contains"
},
{
"from": "skill-area:quantitative-modeling",
"to": "specialization:chemical-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "lib-agent:chemical-engineering--advanced-control-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--catalysis-specialist",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--control-systems-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--distillation-specialist",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--energy-efficiency-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--equipment-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--hazop-leader",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--heat-integration-specialist",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--performance-test-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--pressure-relief-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--process-development-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--process-integration-coordinator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--reaction-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--risk-analyst",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--safety-systems-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--scale-up-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--separation-process-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--startup-commissioning-engineer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--sustainability-analyst",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:chemical-engineering--waste-minimization-specialist",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--alarm-rationalization",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--catalyst-evaluation",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--consequence-analysis",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--control-strategy-development",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--crystallization-process-design",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--distillation-column-design",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--energy-efficiency-optimization",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--equipment-sizing",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--hazop-study",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--heat-integration-analysis",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--kinetic-model-development",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--membrane-separation-design",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--model-predictive-control",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--performance-testing-validation",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--pid-controller-tuning",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--pressure-relief-system-design",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--process-flow-diagram",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--process-simulation-model",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--process-startup-procedure",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--process-sustainability-assessment",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--reactor-design",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--safety-instrumented-system-design",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--scale-up-analysis",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--separation-sequence-synthesis",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:chemical-engineering--waste-minimization-analysis",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--alarm-rationalization-tool",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--aspen-plus-simulator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--catalyst-analyzer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--consequence-modeler",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--control-strategy-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--corrosion-materials-selector",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--crystallizer-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--distillation-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--energy-auditor",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--equipment-sizing-calculator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--green-chemistry-metrics",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--hazop-facilitator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--hysys-dynamic-simulator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--kinetic-modeler",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--lca-analyzer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--material-balance-calculator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--membrane-system-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--mpc-configurator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--performance-test-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--pfd-pid-generator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--pid-tuner",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--pinch-analyzer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--process-economics-estimator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--pssr-checklist-generator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--reactive-hazards-analyzer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--reactor-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--relief-system-designer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--scale-up-analyzer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--separation-sequence-synthesizer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--sil-calculator",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--thermodynamic-model-selector",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:chemical-engineering--waste-minimization-analyzer",
"to": "specialization:chemical-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "page:library-chemical-engineering",
"to": "specialization:chemical-engineering",
"kind": "documents"
}
]
}