iiRecord
Agentic AI Atlas · bias-variance-tradeoff
lib-process:scientific-discovery--bias-variance-tradeoffa5c.ai
II.
LibraryProcess JSON

lib-process:scientific-discovery--bias-variance-tradeoff

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bias-variance-tradeoff json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · generated-library/processes.yamlCluster · generated-library
Record JSON
{
  "id": "lib-process:scientific-discovery--bias-variance-tradeoff",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "bias-variance-tradeoff",
    "description": "Balance model simplicity and flexibility through systematic analysis of bias-variance tradeoff in prediction and estimation",
    "libraryPath": "library/specializations/domains/science/scientific-discovery/bias-variance-tradeoff.js",
    "specialization": "scientific-discovery",
    "usesAgents": [
      "error-analyst",
      "bias-analyst",
      "variance-analyst",
      "complexity-analyst",
      "learning-curve-analyst",
      "regularization-analyst",
      "optimization-specialist",
      "synthesis-specialist"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "skill-area:deep-web-research",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "domain:scientific-discovery",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "specialization:scientific-research-methods",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "specialization:scientific-discovery",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "lib-agent:shared--error-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "lib-agent:algorithms-optimization--complexity-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "lib-agent:decision-intelligence--optimization-specialist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:scientific-discovery--bias-variance-tradeoff",
      "to": "lib-agent:computer-science--synthesis-specialist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}