II.
SkillArea JSON
Structured · liveskill-area:ai-agent-development
AI Agent Development json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:ai-agent-development",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-missing.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "AI Agent Development",
"description": "Building autonomous and semi-autonomous AI agents with tool use, memory,\nand multi-step reasoning. Covers agent frameworks, prompt engineering for\nagentic tasks, and evaluation of agent reliability and safety.\n",
"domains": [
"domain:software-engineering"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:ai-agent-development",
"to": "domain:software-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:multi-agent-coordination",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "required"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:prompt-engineering",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:agentic-loops",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:tool-use",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:context-management",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:eval-driven-development",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:agent-planning-reasoning",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:agent-simulation-testing",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:agent-debugging-logging",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:tool-service-integration-agents",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:chain-of-thought-multistep-orchestration",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:reinforcement-learning-agents",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:safety-redteaming",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:multi-turn-tool-use",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:orchestration-loop",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:rlhf-systems",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:ai-evaluation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:llm-observability",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:llm-summarization-qa",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:medical-agent",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:travel-itinerary-planning",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "orch-primitive:agent-dispatch",
"to": "skill-area:ai-agent-development",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "orch-primitive:agent-selection",
"to": "skill-area:ai-agent-development",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "orch-primitive:context-injection",
"to": "skill-area:ai-agent-development",
"kind": "orch_requires_skill_area",
"attributes": {}
},
{
"from": "presentation:ai-elements",
"to": "skill-area:ai-agent-development",
"kind": "used_for",
"attributes": {}
},
{
"from": "agent:cyclop-one",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:cli-anything",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:nanny",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:nanoclaw",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:devin",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:bolt",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:openai-agents-sdk",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:openclaw",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:sweep-ai",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:paperclip",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:pikiclaw",
"to": "skill-area:ai-agent-development",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "framework:langchain",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:langgraph",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:crewai",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:autogen",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:pydantic-ai",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:semantic-kernel",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:mastra",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:google-adk",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:vercel-ai-sdk",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:open-webui",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:chatbot-ui",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:librechat",
"to": "skill-area:ai-agent-development",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "skill-area:retrieval-augmented-generation",
"to": "skill-area:ai-agent-development",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:coding-agent-platform",
"to": "skill-area:ai-agent-development",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "skill-area:ai-agent-development",
"kind": "requires_skill_area"
},
{
"from": "tool:aider",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:continue-dev",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:cline",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
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"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:bolt-new",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:lovable",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:v0-dev",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:litellm",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:openrouter",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:portkey-ai",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:helicone",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:braintrust-proxy",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:mem0",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:zep",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:agentmemory",
"to": "skill-area:ai-agent-development",
"kind": "tool_used_by",
"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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{
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{
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"attributes": {
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{
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