II.
SkillArea JSON
Structured · liveskill-area:orchestration-loop
Orchestration Loop Engineering json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:orchestration-loop",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-eng-practice.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Orchestration Loop Engineering",
"description": "Designing the outer loop of agentic systems — process definitions,\ntask decomposition, journals, breakpoints, resume/replay, and\neval-driven iteration. Sibling to agentic-loops with focus on\noperator-facing orchestration scaffolding.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:orchestration-loop",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:orchestration-loop",
"to": "specialization:maestro",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:orchestration-loop",
"to": "specialization:metaswarm",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:orchestration-loop",
"to": "specialization:bmad-method",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:orchestration-loop",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill:babysitter-babysit",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-call",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-plan",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-resume",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-yolo",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-forever",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-cleanup",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-retrospect",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-observe",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-assimilate",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-contrib",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-accomplish-status",
"to": "skill-area:orchestration-loop",
"kind": "addresses",
"attributes": {}
},
{
"from": "lib-agent:meta--process-architect",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:shared--bottom-up",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--ccpm-task-decomposition",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--devin",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--evolutionary",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--gastown-convoy",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--add-tests",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--audit-milestone",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--execute-phase",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--ralph",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--executing-plans",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:shared--using-git-worktrees",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:collaboration--pr-lifecycle-router",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:common-utilities--index",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:common-utilities--parallel-combinator",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:meta--antigravity",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--claude-agent-sdk-custom-agent",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--codex",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--cursor",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--custom-agent-shared-assimilation",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--gemini-cli",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--generic",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--github-copilot",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--langchain-langgraph-custom-agent",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--oh-my-pi",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--openai-agents-sdk-custom-agent",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:meta--openclaw",
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:meta--specialization-creation",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--agent-dispatch",
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"kind": "lib_requires_skill_area",
"attributes": {
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}
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{
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"kind": "lib_requires_skill_area",
"attributes": {
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{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
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{
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}
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{
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{
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{
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{
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