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  "release": "0.35",
  "citation": "Taylor, B. P. (2026). Variety amplification. The Necessary Tangle, release 0.35. https://transduction.systems/entries/concept_variety_amplification/",
  "licence": "CC BY-SA 4.0 for original atlas text and data; linked works retain their own terms",
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    "id": "concept_variety_amplification",
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    "description": "Amplification expands what a system can notice or do through capability, discretion, tools, coordination, networks and access to resources.",
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      "variety",
      "regulation",
      "core_cluster"
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    "canonical_definition": "A deliberate increase in effective sensing or response variety available to a regulator, channel or operational unit.",
    "valid_from": "",
    "valid_to": "",
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    "title": "Variety amplification",
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    "canonical_definition": "A deliberate increase in effective sensing or response variety available to a regulator, channel or operational unit.",
    "summary": "Amplification expands what a system can notice or do through capability, discretion, tools, coordination, networks and access to resources.",
    "why_it_matters": "When the environment cannot responsibly be simplified, the system must improve its repertoire. Giving people more cases without more authority or capability is workload amplification, not regulatory amplification.",
    "key_distinctions": [
      "response variety vs activity volume",
      "capability vs options on paper",
      "sensing amplification vs response amplification",
      "local amplification vs whole-system overload"
    ],
    "historical_lineage": [
      "Ashby's variety engineering",
      "management cybernetics",
      "distributed intelligence",
      "learning and capability building"
    ],
    "logical_antecedents": [
      "variety",
      "resources",
      "knowledge and skill",
      "authority and coordination"
    ],
    "dependent_subsequents": [
      "training",
      "cross-functional teams",
      "decision support",
      "networks",
      "local discretion"
    ],
    "practice_connections": [
      "increase usable responses, not paperwork",
      "pair discretion with information and resources",
      "share variety across networks",
      "test whether amplified responses affect the relevant outcome"
    ],
    "espoused_lineages": [
      "cybernetics",
      "organisation design",
      "capability development"
    ],
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    "common_misreadings": [
      "more options always help",
      "training alone creates variety",
      "automation necessarily amplifies human capability",
      "central analytics replace local sensing"
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