II.
Domain JSON
Structured · livedomain:ml-ai
ML/AI json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "domain:ml-ai",
"_kind": "Domain",
"_file": "domain/domains/taxonomy-alignment-domains.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "ML/AI",
"description": "ML/AI domain aligned manually from the imported technical-domain layer.\nAtlas uses it as the broad umbrella above model fine-tuning,\ninference-serving, and agent-oriented AI application work.\n"
},
"outgoingEdges": [
{
"from": "domain:ml-ai",
"to": "specialization:ai-agents-conversational",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "specialization:llm-fine-tuning",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "specialization:ml-inference-serving",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:claude-code-mcp",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-context-management",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-tool-use",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:multi-agent-orchestration",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:vibe-kanban",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-run-lifecycle",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:parallel-agent-execution",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-process-library",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-effect-system",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-plugin-system",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:a2a-protocol",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-dispatch",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:event-driven-dispatch",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:human-in-the-loop",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-session-management",
"kind": "contains",
"attributes": {}
},
{
"from": "domain:ml-ai",
"to": "topic:agent-orchestration-products",
"kind": "contains",
"attributes": {}
}
],
"incomingEdges": [
{
"from": "benchmark:promptbench",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "benchmark:agentboard",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "benchmark:lmsys-arena",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "benchmark:arc-agi-3",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "skill-area:churn-prediction",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:adaptive-learning-systems",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:llm-evaluation",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:inference-optimization",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:model-compression",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:embedding-strategy",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:AI-safety-alignment",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:red-teaming-AI",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:synthetic-data-generation",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:multi-modal-AI",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:AI-agent-evaluation",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:token-optimization",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:multi-agent-orchestration",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:agentic-rag",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:voice-ai-agent",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:insurance-claims-processing",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:legal-document-automation",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:ai-code-review-pipeline",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:prompt-engineering-workbench",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:synthetic-data-generation",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:ai-safety-guardrails",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:rag-stack",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "domain:ml-ai",
"kind": "applies_to"
},
{
"from": "topic:prompt-injection",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:hallucination-mitigation",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:model-interpretability",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:bias-in-AI",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:AI-regulation",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:autonomous-agents-safety",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:multi-agent-communication",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:tool-use-patterns",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:context-engineering",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "topic:retrieval-augmented-generation-patterns",
"to": "domain:ml-ai",
"kind": "belongs_to_domain"
},
{
"from": "tool-server:mcp-langchain-adapters",
"to": "domain:ml-ai",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-crewai-enterprise",
"to": "domain:ml-ai",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-autogen-tools",
"to": "domain:ml-ai",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "role:applied-scientist",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:machine-learning-ops-engineer",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:nlp-engineer",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:reinforcement-learning-engineer",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:ai-trainer",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:annotation-lead",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:staff-data-scientist",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:head-of-AI",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:ai-researcher",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:prompt-engineer",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:ai-ethics-researcher",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:ai-product-manager",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:agent-host-transport",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:agent-platform-impl",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:agent-product",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:agent-recipe",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:agent-runtime-impl",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:agent-version",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:capability-profile",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:capability-support",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:capability",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:discovery-signal",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:effect",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:eval-result",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:eval-run",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:hybrid-agentic-system",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:two-loops-control-plane",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:symbolic-orchestrator",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:symbolic-logic-surface",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:interaction-pattern",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
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"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
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"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:large-language-model",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:mcp",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:mcptransport",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:modality",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:model-family",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
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"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:model-version",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:retrieval-augmented-generation",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:session-model",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:session-semantics",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:shared-context-spec",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:skill",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:subagent",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:retrieval-augmented-generation-setup",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:prompt-engineering-context-management",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:chain-of-thought-prompting-multi-turn-dialogue",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:llm-fine-tuning-adaptation",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:embedding-generation-similarity-search",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:inference-serving-optimization",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:llm-monitoring-logging",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:context-window-management",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:tool-integration-architecture",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:state-management-memory-persistence",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:multi-agent-coordination-messaging",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:environment-context-adaptation",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
"from": "term:containerization-orchestration",
"to": "domain:ml-ai",
"kind": "applies_to",
"attributes": {}
},
{
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"to": "domain:ml-ai",
"kind": "applies_to",
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{
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"to": "domain:ml-ai",
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{
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{
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{
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"kind": "applies_to",
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{
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"kind": "applies_to",
"attributes": {}
},
{
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},
{
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{
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{
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"to": "domain:ml-ai",
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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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{
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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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{
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},
{
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"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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