{
  "lom": {
    "general": {
      "identifier": [
        {
          "catalog": "URI",
          "entry": "tag:aim-pro.eu,2026:oer/c8a4abc18d58"
        },
        {
          "catalog": "URI",
          "entry": "https://zenodo.org/records/21672619"
        },
        {
          "catalog": "DOI",
          "entry": "10.5281/zenodo.21672619"
        },
        {
          "catalog": "ZENODO-RECORD",
          "entry": "21672619"
        }
      ],
      "title": [
        {
          "language": "en",
          "string": "EXPLORING DUAL-PROCESS ARCHITECTURES IN MODERN AI  SYSTEMS: A REVIEW OF BICAMERAL MIND THEORY APPLICATIONS"
        }
      ],
      "language": [
        "en"
      ],
      "description": [
        {
          "language": "en",
          "string": "This paper examines the emerging application of Julian Jaynes’ bicameral mind theory to modern artificial intelligence systems, particularly in reinforcement learning (RL) and large language models (LLMs). The dual-process structure proposed by Jaynes—consisting of \"speaking\" and \"listening\" components— has shown remarkable parallels with observation-action cycles in RL and thinking writing processes in contemporary language models. Through a systematic review of recent research and analysis of prominent AI systems including OpenAI's CoinRun, RainMazes models, and advanced LLMs (Claude, Gemini, ChatGPT), this study evaluates the potential of bicameral principles in enhancing AI system efficiency and adaptability. The evidence suggests that dual-component architectures may represent a universal organizational principle for AI systems, offering new pathways for developing more robust and adaptive artificial intelligence. This review contributes to the growing interdisciplinary dialogue between cognitive science and AI development, proposing a conceptual framework for future research directions."
        }
      ],
      "keyword": [
        {
          "language": "en",
          "string": "bicameral mind theory"
        },
        {
          "language": "en",
          "string": "dual-process architecture"
        },
        {
          "language": "en",
          "string": "reinforcement  learning"
        },
        {
          "language": "en",
          "string": "large language models"
        },
        {
          "language": "en",
          "string": "artificial intelligence"
        },
        {
          "language": "en",
          "string": "cognitive science."
        },
        {
          "language": "en",
          "string": "ikki kamerali aql nazariyasi"
        },
        {
          "language": "en",
          "string": "ikki jarayonli arxitektura"
        },
        {
          "language": "en",
          "string": "mustahkamlash o'qitish"
        },
        {
          "language": "en",
          "string": "katta til modellari"
        },
        {
          "language": "en",
          "string": "sun'iy intellekt"
        },
        {
          "language": "en",
          "string": "kognitiv fan."
        },
        {
          "language": "en",
          "string": "теория бикамерального разума"
        },
        {
          "language": "en",
          "string": "двухпроцессная  архитектура"
        },
        {
          "language": "en",
          "string": "обучение с подкреплением"
        },
        {
          "language": "en",
          "string": "большие языковые модели"
        },
        {
          "language": "en",
          "string": "искусственный интеллект"
        },
        {
          "language": "en",
          "string": "когнитивная наука."
        }
      ]
    },
    "lifeCycle": {
      "contribute": [
        {
          "role": {
            "source": "LOMv1.0",
            "value": "author"
          },
          "entity": [
            "Mukhitdinova Munavvarkhon Hayot kizi (PhD, Senior Lecturer at «Digital economy» department of TSUE)"
          ],
          "date": {
            "dateTime": "2025-10-17"
          }
        }
      ]
    },
    "metaMetadata": {
      "identifier": [
        {
          "catalog": "URI",
          "entry": "tag:aim-pro.eu,2026:oer/c8a4abc18d58/record"
        }
      ],
      "contribute": [
        {
          "role": {
            "source": "LOMv1.0",
            "value": "creator"
          },
          "entity": [
            "AIM-PRO WP3 OER harvester (Zenodo)"
          ],
          "date": {
            "dateTime": "2026-10-09T10:08:02.884026+00:00",
            "description": [
              {
                "language": "en",
                "string": "Date this metadata record was generated from the source response, not a date about the resource"
              }
            ]
          }
        }
      ],
      "metadataSchema": [
        "LOMv1.0",
        "aimpro-oer-profile/1"
      ],
      "language": "en"
    },
    "technical": {
      "format": [
        "application/pdf",
        "text/markdown"
      ],
      "size": "226102",
      "location": [
        "https://zenodo.org/records/21672619"
      ]
    },
    "educational": {
      "learningResourceType": [
        {
          "source": "LOMv1.0",
          "value": "narrative text"
        }
      ]
    },
    "rights": {
      "cost": {
        "source": "LOMv1.0",
        "value": "no"
      },
      "copyrightAndOtherRestrictions": {
        "source": "LOMv1.0",
        "value": "yes"
      },
      "description": [
        {
          "language": "en",
          "string": "CC-BY-4.0 · https://creativecommons.org/licenses/by/4.0/. Conditions: adaptation permitted, attribution required."
        }
      ]
    },
    "relation": [
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "isversionof"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://doi.org/10.5281/zenodo.21672618"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "all versions of this deposit"
            }
          ]
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "ispartof"
        },
        "resource": {
          "description": [
            {
              "language": "en",
              "string": "\"RAQAMLI IQTISODIYOT\" ILMIY-ELEKTRON JURNALI 12-SON"
            }
          ]
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "hasformat"
        },
        "resource": {
          "description": [
            {
              "language": "en",
              "string": "Markdown extracted from the original by pdf-inspector"
            }
          ]
        }
      }
    ]
  },
  "inferred": {
    "relation": [
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "references"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://arxiv.org/abs/1812.02341"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "arXiv:1812.02341"
            }
          ]
        },
        "method": "inferred",
        "rule": "citation",
        "rule_version": "links/1",
        "evidence": {
          "links": [
            {
              "how": "citation",
              "line": 130,
              "basis": "reference",
              "literal": "arXiv:1812.02341"
            }
          ],
          "kind": "citation"
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "references"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://arxiv.org/abs/1912.01588"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "arXiv:1912.01588"
            }
          ]
        },
        "method": "inferred",
        "rule": "citation",
        "rule_version": "links/1",
        "evidence": {
          "links": [
            {
              "how": "citation",
              "line": 133,
              "basis": "reference",
              "literal": "arXiv:1912.01588"
            }
          ],
          "kind": "citation"
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "references"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://arxiv.org/abs/1707.06347"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "arXiv:1707.06347"
            }
          ]
        },
        "method": "inferred",
        "rule": "citation",
        "rule_version": "links/1",
        "evidence": {
          "links": [
            {
              "how": "citation",
              "line": 138,
              "basis": "reference",
              "literal": "arXiv:1707.06347"
            }
          ],
          "kind": "citation"
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "references"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://arxiv.org/abs/2203.15556"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "arXiv:2203.15556"
            }
          ]
        },
        "method": "inferred",
        "rule": "citation",
        "rule_version": "links/1",
        "evidence": {
          "links": [
            {
              "how": "citation",
              "line": 150,
              "basis": "reference",
              "literal": "arXiv:2203.15556"
            }
          ],
          "kind": "citation"
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "references"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://arxiv.org/abs/1811.12560"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "arXiv:1811.12560"
            }
          ]
        },
        "method": "inferred",
        "rule": "citation",
        "rule_version": "links/1",
        "evidence": {
          "links": [
            {
              "how": "citation",
              "line": 153,
              "basis": "reference",
              "literal": "arXiv:1811.12560"
            }
          ],
          "kind": "citation"
        }
      },
      {
        "kind": {
          "source": "LOMv1.0",
          "value": "references"
        },
        "resource": {
          "identifier": [
            {
              "catalog": "URI",
              "entry": "https://arxiv.org/abs/1801.00631"
            }
          ],
          "description": [
            {
              "language": "en",
              "string": "arXiv:1801.00631"
            }
          ]
        },
        "method": "inferred",
        "rule": "citation",
        "rule_version": "links/1",
        "evidence": {
          "links": [
            {
              "how": "citation",
              "line": 167,
              "basis": "reference",
              "literal": "arXiv:1801.00631"
            }
          ],
          "kind": "citation"
        }
      }
    ]
  }
}