II.
SkillArea JSON
Structured · liveskill-area:agentic-loops
Agentic Loops json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:agentic-loops",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ai-ml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Agentic Loops",
"description": "Designing tool-use loops for LLM agents — planner/executor split,\nreflection, retries, and termination criteria.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:agentic-loops",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "agent:openai-agents-sdk",
"to": "skill-area:agentic-loops",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "benchmark:assistant-bench",
"to": "skill-area:agentic-loops",
"kind": "covers",
"attributes": {
"attributes": {
"coverage": "partial",
"weight": 0.2
}
}
},
{
"from": "benchmark:arc-agi-3",
"to": "skill-area:agentic-loops",
"kind": "covers",
"attributes": {
"attributes": {
"coverage": "tangential",
"weight": 0.2
}
}
},
{
"from": "benchmark:gaia",
"to": "skill-area:agentic-loops",
"kind": "covers",
"attributes": {
"attributes": {
"coverage": "partial",
"weight": 0.6
}
}
},
{
"from": "benchmark:tau-bench",
"to": "skill-area:agentic-loops",
"kind": "covers",
"attributes": {
"attributes": {
"coverage": "partial",
"weight": 0.3
}
}
},
{
"from": "framework:langgraph",
"to": "skill-area:agentic-loops",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:mastra",
"to": "skill-area:agentic-loops",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:google-adk",
"to": "skill-area:agentic-loops",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:vercel-ai-sdk",
"to": "skill-area:agentic-loops",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "skill-area:agent-simulation-testing",
"to": "skill-area:agentic-loops",
"kind": "requires_skill_area"
},
{
"from": "skill-area:agent-planning-reasoning",
"to": "skill-area:agentic-loops",
"kind": "requires_skill_area"
},
{
"from": "skill-area:context-window-management",
"to": "skill-area:agentic-loops",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "helpful"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:agentic-loops",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:multi-agent-orchestration",
"to": "skill-area:agentic-loops",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:coding-agent-platform",
"to": "skill-area:agentic-loops",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "skill-area:agentic-loops",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "skill-area:agentic-loops",
"kind": "requires_skill_area"
},
{
"from": "tool:e2b",
"to": "skill-area:agentic-loops",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:n8n",
"to": "skill-area:agentic-loops",
"kind": "used_for"
},
{
"from": "skill:babysitter-babysit",
"to": "skill-area:agentic-loops",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-call",
"to": "skill-area:agentic-loops",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-yolo",
"to": "skill-area:agentic-loops",
"kind": "addresses",
"attributes": {}
},
{
"from": "skill:babysitter-forever",
"to": "skill-area:agentic-loops",
"kind": "addresses",
"attributes": {}
},
{
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"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:shared--deployment-engineer",
"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:shared--feature-planner",
"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:shared--progress-streamer",
"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
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},
{
"from": "lib-agent:shared--worktree-manager",
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"kind": "lib_requires_skill_area",
"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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"attributes": {
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{
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"attributes": {
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