{
  "id": "topic:knowledge-feedback-loop",
  "_kind": "Topic",
  "_file": "domain/topics/topics-knowledge-patterns.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Knowledge Feedback Loop",
    "description": "Knowledge Feedback Loop as a cross-cutting topic — human-in-the-loop\ncorrection and continuous improvement cycles for organizational\nknowledge systems. Covers thumbs-up/down signals on retrieved answers,\nexpert correction workflows (user fixes a wrong answer, system learns),\nretrieval quality monitoring dashboards, embedding model fine-tuning\non domain-specific relevance judgments, and the flywheel effect where\nusage data improves retrieval which increases usage.\n"
  },
  "outgoingEdges": [
    {
      "from": "topic:knowledge-feedback-loop",
      "to": "domain:software-engineering",
      "kind": "applies_to"
    },
    {
      "from": "topic:knowledge-feedback-loop",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to"
    }
  ],
  "incomingEdges": [
    {
      "from": "domain:knowledge-management",
      "to": "topic:knowledge-feedback-loop",
      "kind": "contains"
    },
    {
      "from": "topic:knowledge-fabric-architecture",
      "to": "topic:knowledge-feedback-loop",
      "kind": "related_topics"
    },
    {
      "from": "topic:organizational-memory",
      "to": "topic:knowledge-feedback-loop",
      "kind": "related_topics"
    }
  ]
}