II.
SkillArea JSON
Structured · liveskill-area:software-development
Software Development json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:software-development",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ecosystem-expansion.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Software Development",
"description": "Core software development practices covering the full engineering lifecycle —\nrequirements analysis, architecture design, implementation, code review,\nand iterative delivery across modern programming languages and frameworks.\n",
"domains": [
"domain:software-engineering"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:software-development",
"to": "domain:software-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:dynamic-programming",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:graph-algorithms",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:string-matching",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:computational-geometry",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:np-hard-heuristics",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:concurrency-multithreading",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:error-handling-exception-management",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:file-handling",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:parsing-data-formats",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:command-line-interface-tools",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:date-time-manipulation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:compression-archiving",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:typescript-generic-programming",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:python-implementation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:json-data-wrangling",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:language-design",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:compiler-implementation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:polyglot-development",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:local-development",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:developer-experience",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:desktop-ui-frameworks",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:bug-fixing-from-issues",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:general-knowledge-reasoning",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:mathematical-reasoning",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:rust-async-runtime",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:software-development",
"to": "skill-area:serialization-deserialization",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "tool:replit",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:gitpod",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:codespaces",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:stackblitz",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:codesandbox",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:cursor",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:windsurf",
"to": "skill-area:software-development",
"kind": "tool_used_by",
"attributes": {}
}
]
}