II.
LibrarySkill JSON
Structured · livelib-skill:physics--pymc-bayesian-modeler
pymc-bayesian-modeler json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:physics--pymc-bayesian-modeler",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "pymc-bayesian-modeler",
"description": "PyMC probabilistic programming skill for hierarchical Bayesian models in physics data analysis",
"libraryPath": "library/specializations/domains/science/physics/skills/pymc-bayesian-modeler/SKILL.md",
"specialization": "physics",
"contentSummary": "# PyMC Bayesian Modeler\n\n## Purpose\n\nProvides expert guidance on PyMC for Bayesian modeling in physics, including hierarchical models and advanced inference methods.\n\n## Capabilities\n\n- Probabilistic model construction\n- NUTS/HMC sampling\n- Variational inference\n- Gaussian processes\n- Mo"
},
"outgoingEdges": [
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "skill-area:statistical-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "skill-area:mathematical-reasoning",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "skill-area:data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "domain:physics",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "workflow:peer-review-cycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:physics--pymc-bayesian-modeler",
"to": "specialization:physics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
}
],
"incomingEdges": []
}