II.
LibrarySkill JSON
Structured · livelib-skill:computer-science--probabilistic-analysis-toolkit
probabilistic-analysis-toolkit json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "probabilistic-analysis-toolkit",
"description": "Analyze randomized algorithms with probability theory tools and concentration inequalities",
"libraryPath": "library/specializations/domains/science/computer-science/skills/probabilistic-analysis-toolkit/SKILL.md",
"specialization": "computer-science",
"contentSummary": "# Probabilistic Analysis Toolkit\n\n## Purpose\n\nProvides expert guidance on analyzing randomized algorithms using probability theory and concentration inequalities.\n\n## Capabilities\n\n- Expected value calculations\n- Chernoff and Hoeffding bound applications\n- Markov and Chebyshev inequality a"
},
"outgoingEdges": [
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "skill-area:np-hard-heuristics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "skill-area:mathematical-reasoning",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "skill-area:dynamic-programming",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "domain:computer-science",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "workflow:research-grant-lifecycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "specialization:theoretical-computer-science",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:computer-science--probabilistic-analysis-toolkit",
"to": "specialization:computer-science",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
}
],
"incomingEdges": []
}