II.
Domain JSON
Structured · livedomain:machine-learning
Machine Learning json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "domain:machine-learning",
"_kind": "Domain",
"_file": "domain/domains/business-domains.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Machine Learning",
"description": "Machine learning workflows covering model development, training pipelines,\nevaluation, and deployment. Spans supervised, unsupervised, and reinforcement\nlearning alongside MLOps practices for production model management.\n"
},
"outgoingEdges": [
{
"from": "domain:machine-learning",
"to": "specialization:data-science-ml",
"kind": "contains"
},
{
"from": "domain:machine-learning",
"to": "specialization:llm-fine-tuning",
"kind": "contains"
},
{
"from": "domain:machine-learning",
"to": "specialization:ml-inference-serving",
"kind": "contains"
}
],
"incomingEdges": [
{
"from": "benchmark:re-bench",
"to": "domain:machine-learning",
"kind": "applies_to",
"attributes": {}
},
{
"from": "benchmark:mle-bench",
"to": "domain:machine-learning",
"kind": "applies_to",
"attributes": {}
},
{
"from": "stack-profile:feature-store-mlops",
"to": "domain:machine-learning",
"kind": "applies_to"
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "domain:machine-learning",
"kind": "applies_to"
},
{
"from": "stack-profile:ml-pipeline-stack",
"to": "domain:machine-learning",
"kind": "applies_to"
},
{
"from": "stack-profile:python-ml-stack",
"to": "domain:machine-learning",
"kind": "applies_to"
},
{
"from": "tool-server:mcp-anthropic",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-openai",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-huggingface",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-ollama",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-replicate",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-wandb",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-mlflow",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-pinecone",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-weaviate",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-qdrant",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-langsmith",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "tool-server:mcp-langfuse",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {}
},
{
"from": "lib-skill:ai-agents-conversational--visual-pattern-induction",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:common-utilities--vision-extraction",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--reinforcement-learning-agents",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--rlhf-systems",
"to": "domain:machine-learning",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 0.7
}
},
{
"from": "role:applied-scientist",
"to": "domain:machine-learning",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:ai-researcher",
"to": "domain:machine-learning",
"kind": "applies_to",
"attributes": {}
},
{
"from": "workflow:adaptive-learning-model-review",
"to": "domain:machine-learning",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:contract-automation-review",
"to": "domain:machine-learning",
"kind": "applies_to_domain",
"attributes": {}
}
]
}