{
  "handle": "HarnessForcedCreativity",
  "ref": "HarnessForcedCreativity#ba4a",
  "stub": "ba4a",
  "semaId": "sema:HarnessForcedCreativity#mh:SHA-256:ba4a4f08dd6f0b08dee0b852de8dc953445f32143a75d67c90174ed8704f620b",
  "layer": "Mind",
  "category": "Strategy",
  "gloss": "Models are only creative when the harness forces variation from outside",
  "mechanism": "A model asked to be creative loops after a few dozen outputs and is overconfident about its own creativity. Creativity is instead built from {{randomizer}} sampling scenario dimensions in code, so each generation receives a different script. Asking the model to avoid earlier outputs fails because of {{pink_elephant}}: those outputs remain visible. The variety belongs to the {{harness}}, not to the model.",
  "invariants": [
    "Variation is injected by the {{harness}} before generation",
    "Earlier outputs are not left in context when new ones are requested"
  ],
  "failureModes": [
    "Finite {{randomizer}} tables repeat at scale",
    "Prior outputs kept in context anchor the model regardless of instruction"
  ],
  "ring": 1,
  "tier": 2,
  "aliases": {
    "harness": "HarnessAsArchitecture",
    "randomizer": "DeterministicRandomizer",
    "pink_elephant": "PinkElephantContext"
  },
  "buildsOn": [
    {
      "handle": "HarnessAsArchitecture",
      "type": "references",
      "alias": "harness",
      "url": "/knowledge-graph/HarnessAsArchitecture/",
      "json": "/knowledge-graph/HarnessAsArchitecture.json"
    },
    {
      "handle": "DeterministicRandomizer",
      "type": "references",
      "alias": "randomizer",
      "url": "/knowledge-graph/DeterministicRandomizer/",
      "json": "/knowledge-graph/DeterministicRandomizer.json"
    },
    {
      "handle": "PinkElephantContext",
      "type": "references",
      "alias": "pink_elephant",
      "url": "/knowledge-graph/PinkElephantContext/",
      "json": "/knowledge-graph/PinkElephantContext.json"
    }
  ],
  "usedBy": [],
  "sources": {
    "research": [],
    "works": [],
    "homePage": false
  },
  "url": "/knowledge-graph/HarnessForcedCreativity/",
  "graphUrl": "/knowledge-graph#HarnessForcedCreativity",
  "directory": "/knowledge-graph/patterns.json"
}