II.
Specialization JSON
Structured · livespecialization:programming-languages
Programming Languages json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:programming-languages",
"_kind": "Specialization",
"_file": "domain/specializations/specializations-additional.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Programming Languages",
"parentDomainId": "domain:computer-science",
"description": "Deep expertise in programming language design, implementation, and\necosystem mastery. Covers type systems, memory models, concurrency\nprimitives, build systems, package managers, and idiomatic patterns\nacross language families. Addresses polyglot development, language\ninterop (FFI, WASM), transpilation, and selecting the right language\nfor performance, safety, and team-productivity constraints. Sourced\nfrom library/specializations/programming-languages/.\n"
},
"outgoingEdges": [
{
"from": "specialization:programming-languages",
"to": "domain:computer-science",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "skill-area:language-design",
"to": "specialization:programming-languages",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:compiler-implementation",
"to": "specialization:programming-languages",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:polyglot-development",
"to": "specialization:programming-languages",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "lib-agent:programming-languages--compiler-frontend-architect",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--compiler-performance-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--ffi-interop-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--ir-design-specialist",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--jit-specialist",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--language-feature-designer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--language-tooling-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--llvm-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--memory-management-expert",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--runtime-systems-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--semantic-analysis-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:programming-languages--type-system-engineer",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--ast-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--bytecode-vm-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--code-generation-llvm",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--concurrency-primitives",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--debugger-adapter-development",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--effect-system-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--error-message-enhancement",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--ffi-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--garbage-collector-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--generics-polymorphism",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--interpreter-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--ir-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--jit-compiler-development",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--language-grammar-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--lexer-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--lsp-server-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--macro-system-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--memory-allocator-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--module-system-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--parser-development",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--pattern-matching-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--repl-development",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--semantic-analysis",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--source-map-generation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:programming-languages--type-system-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--ast-manipulation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--bytecode-vm",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--concurrency-primitives",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--dap-protocol",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--effect-systems",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--error-messages",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--ffi-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--garbage-collection",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--generics-implementation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--grammar-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--jit-compilation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--lexer-generator",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--llvm-backend",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--lsp-protocol",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--macro-systems",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--memory-allocator",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--module-systems",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--parser-generator",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--pattern-matching",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--register-allocation",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--repl-development",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--source-maps",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--ssa-ir-design",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--tree-sitter",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:programming-languages--type-theory",
"to": "specialization:programming-languages",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "page:library-programming-languages",
"to": "specialization:programming-languages",
"kind": "documents"
}
]
}