iiRecord
Agentic AI Atlas · research-orchestration
lib-skill:shared--research-orchestrationa5c.ai
II.
LibrarySkill JSON

lib-skill:shared--research-orchestration

Structured · live

research-orchestration json

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

File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "id": "lib-skill:shared--research-orchestration",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "research-orchestration",
    "description": "Parallel research agent orchestration dispatching 5-10 concurrent agents for comprehensive multi-source research with synthesis and validation.",
    "libraryPath": "library/methodologies/claudekit/skills/research-orchestration/SKILL.md",
    "contentSummary": "## Process Flow\n\n1. **Plan**: Decompose query into independent sub-queries\n2. **Dispatch**: Run 5-10 research agents in parallel\n3. **Synthesize**: Merge findings, identify consensus and conflicts\n4. **Validate**: Cross-reference against codebase for accuracy\n\n## Sources\n\n- Codebase: source"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "skill-area:agentic-loops",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "skill-area:orchestration-loop",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "topic:developer-experience",
      "kind": "lib_covers_topic",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "role:tech-lead",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:shared--research-orchestration",
      "to": "workflow:feature-development",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": []
}