{
  "type": "tweet",
  "id": "2042782812240265641",
  "url": "https://x.com/hardmaru/status/2042782812240265641",
  "twitterUrl": "https://twitter.com/hardmaru/status/2042782812240265641",
  "text": "A \"Neural Computer\" is built by adapting video generation architectures to train a World Model of an actual computer that can directly simulate a computer interface.\n\nInstead of interacting with a real operating system, these models can take in user actions like keystrokes and mouse clicks alongside previous screen pixels to predict and generate the next video frames.\n\nTrained solely on recorded input and output traces, it successfully learned to render readable text and control a cursor, proving that a neural network can run as its own visual computing environment without a traditional operating system.\n\nhttps://t.co/roTpqsdrEE\n\nCool work by @MingchenZhuge @SchmidhuberAI et al.!",
  "source": "Twitter for iPhone",
  "retweetCount": 71,
  "replyCount": 20,
  "likeCount": 673,
  "quoteCount": 11,
  "viewCount": 52576,
  "createdAt": "Sat Apr 11 01:52:30 +0000 2026",
  "lang": "en",
  "bookmarkCount": 310,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2042782812240265641",
  "displayTextRange": [
    0,
    277
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "hardmaru",
    "url": "https://x.com/hardmaru",
    "twitterUrl": "https://twitter.com/hardmaru",
    "id": "2895499182",
    "name": "hardmaru",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1678402467078234113/XN5Oy2UP_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/2895499182/1429351923",
    "description": "",
    "location": "Minato-ku, Tokyo",
    "followers": 396412,
    "following": 1853,
    "status": "",
    "canDm": false,
    "canMediaTag": true,
    "createdAt": "Mon Nov 10 11:05:07 +0000 2014",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 143488,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 4462,
    "statusesCount": 25818,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2036841736702767135"
    ],
    "profile_bio": {
      "description": "Co-Founder and CEO @SakanaAILabs 🎏",
      "entities": {
        "description": {
          "hashtags": [],
          "symbols": [],
          "urls": [],
          "user_mentions": [
            {
              "id_str": "0",
              "indices": [
                19,
                32
              ],
              "name": "",
              "screen_name": "SakanaAILabs"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "sakana.ai",
              "expanded_url": "https://sakana.ai/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/cVQF43vIdu"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/HYJR8U5Ech",
        "expanded_url": "https://twitter.com/hardmaru/status/2042782812240265641/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "id_str": "2042782597928161280",
        "indices": [
          278,
          301
        ],
        "media_key": "16_2042782597928161280",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAgoAARxZa/Me25AACgACHFlsJQTawakAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAACCgABHFlr8x7bkAAKAAIcWWwlBNrBqQAA",
            "media_key": "16_2042782597928161280"
          }
        },
        "media_url_https": "https://pbs.twimg.com/tweet_video_thumb/HFlr8x7bkAAC6yL.jpg",
        "original_info": {
          "focus_rects": [],
          "height": 964,
          "width": 798
        },
        "sizes": {
          "large": {
            "h": 964,
            "w": 798
          }
        },
        "type": "animated_gif",
        "url": "https://t.co/HYJR8U5Ech",
        "video_info": {
          "aspect_ratio": [
            399,
            482
          ],
          "variants": [
            {
              "bitrate": 0,
              "content_type": "video/mp4",
              "url": "https://video.twimg.com/tweet_video/HFlr8x7bkAAC6yL.mp4"
            }
          ]
        }
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "arxiv.org/abs/2604.06425",
        "expanded_url": "https://arxiv.org/abs/2604.06425",
        "indices": [
          613,
          636
        ],
        "url": "https://t.co/roTpqsdrEE"
      }
    ],
    "user_mentions": [
      {
        "id_str": "1579872819839746048",
        "indices": [
          651,
          665
        ],
        "name": "Mingchen Zhuge",
        "screen_name": "MingchenZhuge"
      },
      {
        "id_str": "1163786515144724485",
        "indices": [
          666,
          680
        ],
        "name": "Jürgen Schmidhuber",
        "screen_name": "SchmidhuberAI"
      }
    ]
  },
  "quoted_tweet": {
    "type": "tweet",
    "id": "2042607353175097660",
    "url": "https://x.com/MingchenZhuge/status/2042607353175097660",
    "twitterUrl": "https://twitter.com/MingchenZhuge/status/2042607353175097660",
    "text": "🫱 Introducing 𝐍𝐞𝐮𝐫𝐚𝐥 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫s: \n\n𝐰𝐡𝐚𝐭 𝐢𝐟 𝐀𝐈 𝐝𝐨𝐞𝐬 𝐧𝐨𝐭 𝐣𝐮𝐬𝐭 𝐮𝐬𝐞 𝐜𝐨𝐦𝐩𝐮𝐭𝐞𝐫𝐬 𝐛𝐞𝐭𝐭𝐞𝐫, 𝐛𝐮𝐭 𝐛𝐞𝐠𝐢𝐧𝐬 𝐭𝐨 𝐛𝐞𝐜𝐨𝐦𝐞 𝐭𝐡𝐞 𝐫𝐮𝐧𝐧𝐢𝐧𝐠 𝐜𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐢𝐭𝐬𝐞𝐥𝐟?\n\nBeyond today's conventional computers, agents, and world models, Neural Computers (NCs) are new frontiers where computation, memory, and I/O move into a learned runtime state. \n\nWe ask: whether parts of runtime can move inward into the learning system itself. This is our first step toward the Completely Neural Computer (CNC): a general-purpose neural computer with stable execution, explicit reprogramming, and durable capability reuse.\n\nWork done with Mingchen Zhuge (@MingchenZhuge), Changsheng Zhao, Haozhe Liu (@HaoZhe65347 ), Zijian Zhou (@ZijianZhou524 ), Shuming Liu (@shuming96 ), Wenyi Wang (@Wenyi_AI_Wang ), Ernie Chang (@erniecyc ), Gael Le Lan, Junjie Fei, Wenxuan Zhang, Zhipeng Cai (@cai_zhipeng ), Zechun Liu (@zechunliu ), Yunyang Xiong (@YoungXiong1 ), Yining Yang, Yuandong Tian (@tydsh ), Yangyang Shi, Vikas Chandra (@vikasc), Juergen Schmidhuber (@SchmidhuberAI)",
    "source": "Twitter for iPhone",
    "retweetCount": 89,
    "replyCount": 22,
    "likeCount": 447,
    "quoteCount": 18,
    "viewCount": 93333,
    "createdAt": "Fri Apr 10 14:15:17 +0000 2026",
    "lang": "en",
    "bookmarkCount": 227,
    "isReply": false,
    "inReplyToId": null,
    "conversationId": "2042607353175097660",
    "displayTextRange": [
      0,
      182
    ],
    "inReplyToUserId": null,
    "inReplyToUsername": null,
    "author": {
      "type": "user",
      "userName": "MingchenZhuge",
      "url": "https://x.com/MingchenZhuge",
      "twitterUrl": "https://twitter.com/MingchenZhuge",
      "id": "1579872819839746048",
      "name": "Mingchen Zhuge",
      "isVerified": false,
      "isBlueVerified": true,
      "verifiedType": null,
      "profilePicture": "https://pbs.twimg.com/profile_images/2011434280245760000/L__asGMf_normal.jpg",
      "coverPicture": "https://pbs.twimg.com/profile_banners/1579872819839746048/1728847434",
      "description": "",
      "location": "Mountain View, CA",
      "followers": 1515,
      "following": 710,
      "status": "",
      "canDm": false,
      "canMediaTag": true,
      "createdAt": "Tue Oct 11 16:33:45 +0000 2022",
      "entities": {
        "description": {
          "urls": []
        },
        "url": {}
      },
      "fastFollowersCount": 0,
      "favouritesCount": 1227,
      "hasCustomTimelines": true,
      "isTranslator": false,
      "mediaCount": 33,
      "statusesCount": 239,
      "withheldInCountries": [],
      "affiliatesHighlightedLabel": {},
      "possiblySensitive": false,
      "pinnedTweetIds": [
        "1846410651218161781"
      ],
      "profile_bio": {
        "description": "PhD with @SchmidhuberAI; Ex @Meta @Microsoft, etc; Authors @MetaGPT_, https://t.co/wnoau7Zhp6, etc.",
        "entities": {
          "description": {
            "hashtags": [],
            "symbols": [],
            "urls": [
              {
                "display_url": "gptswarm.org",
                "expanded_url": "http://gptswarm.org",
                "indices": [
                  70,
                  93
                ],
                "url": "https://t.co/wnoau7Zhp6"
              }
            ],
            "user_mentions": [
              {
                "id_str": "0",
                "indices": [
                  9,
                  23
                ],
                "name": "",
                "screen_name": "SchmidhuberAI"
              },
              {
                "id_str": "0",
                "indices": [
                  28,
                  33
                ],
                "name": "",
                "screen_name": "Meta"
              },
              {
                "id_str": "0",
                "indices": [
                  34,
                  44
                ],
                "name": "",
                "screen_name": "Microsoft"
              },
              {
                "id_str": "0",
                "indices": [
                  59,
                  68
                ],
                "name": "",
                "screen_name": "MetaGPT_"
              }
            ]
          },
          "url": {
            "urls": [
              {
                "display_url": "METAUTO.ai",
                "expanded_url": "http://METAUTO.ai",
                "indices": [
                  0,
                  23
                ],
                "url": "https://t.co/5nn7TW8cQU"
              }
            ]
          }
        }
      },
      "isAutomated": false,
      "automatedBy": null
    },
    "extendedEntities": {
      "media": [
        {
          "allow_download_status": {
            "allow_download": true
          },
          "display_url": "pic.twitter.com/m0PoSGNZqk",
          "expanded_url": "https://twitter.com/MingchenZhuge/status/2042607353175097660/photo/1",
          "ext_media_availability": {
            "status": "Available"
          },
          "features": {
            "all": {
              "tags": [
                {
                  "name": "Yuandong Tian",
                  "screen_name": "tydsh",
                  "type": "user",
                  "user_id": "97939183"
                },
                {
                  "name": "Andrej Karpathy",
                  "screen_name": "karpathy",
                  "type": "user",
                  "user_id": "33836629"
                },
                {
                  "name": "Jim Fan",
                  "screen_name": "DrJimFan",
                  "type": "user",
                  "user_id": "1007413134"
                },
                {
                  "name": "Jürgen Schmidhuber",
                  "screen_name": "SchmidhuberAI",
                  "type": "user",
                  "user_id": "1163786515144724485"
                },
                {
                  "name": "AK",
                  "screen_name": "_akhaliq",
                  "type": "user",
                  "user_id": "2465283662"
                },
                {
                  "name": "hardmaru",
                  "screen_name": "hardmaru",
                  "type": "user",
                  "user_id": "2895499182"
                },
                {
                  "name": "Zechun Liu",
                  "screen_name": "zechunliu",
                  "type": "user",
                  "user_id": "1672856688062500864"
                },
                {
                  "name": "Yunyang Xiong",
                  "screen_name": "YoungXiong1",
                  "type": "user",
                  "user_id": "1359295331012329474"
                },
                {
                  "name": "Haozhe Liu",
                  "screen_name": "HaoZhe65347",
                  "type": "user",
                  "user_id": "1775775133669445632"
                },
                {
                  "name": "Zhipeng Cai",
                  "screen_name": "cai_zhipeng",
                  "type": "user",
                  "user_id": "1037208112896376832"
                }
              ]
            },
            "large": {
              "faces": [
                {
                  "h": 76,
                  "w": 76,
                  "x": 656,
                  "y": 572
                },
                {
                  "h": 80,
                  "w": 80,
                  "x": 292,
                  "y": 664
                },
                {
                  "h": 446,
                  "w": 446,
                  "x": 150,
                  "y": 198
                }
              ]
            },
            "orig": {
              "faces": [
                {
                  "h": 76,
                  "w": 76,
                  "x": 656,
                  "y": 572
                },
                {
                  "h": 80,
                  "w": 80,
                  "x": 292,
                  "y": 664
                },
                {
                  "h": 446,
                  "w": 446,
                  "x": 150,
                  "y": 198
                }
              ]
            }
          },
          "id_str": "2042607340810383360",
          "indices": [
            183,
            206
          ],
          "media_key": "3_2042607340810383360",
          "media_results": {
            "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARxYzI3km7AACgACHFjMkMWaQTwAAA==",
            "result": {
              "__typename": "ApiMedia",
              "id": "QXBpTWVkaWE6DAABCgABHFjMjeSbsAAKAAIcWMyQxZpBPAAA",
              "media_key": "3_2042607340810383360"
            }
          },
          "media_url_https": "https://pbs.twimg.com/media/HFjMjeSbsAAmpqt.jpg",
          "original_info": {
            "focus_rects": [
              {
                "h": 891,
                "w": 1591,
                "x": 0,
                "y": 0
              },
              {
                "h": 1591,
                "w": 1591,
                "x": 0,
                "y": 0
              },
              {
                "h": 1814,
                "w": 1591,
                "x": 0,
                "y": 0
              },
              {
                "h": 2048,
                "w": 1024,
                "x": 254,
                "y": 0
              },
              {
                "h": 2048,
                "w": 1591,
                "x": 0,
                "y": 0
              }
            ],
            "height": 2048,
            "width": 1591
          },
          "sizes": {
            "large": {
              "h": 2048,
              "w": 1591
            }
          },
          "type": "photo",
          "url": "https://t.co/m0PoSGNZqk"
        }
      ]
    },
    "card": null,
    "place": {},
    "entities": {
      "hashtags": [],
      "symbols": [],
      "timestamps": [],
      "urls": [],
      "user_mentions": [
        {
          "id_str": "1579872819839746048",
          "indices": [
            603,
            617
          ],
          "name": "Mingchen Zhuge",
          "screen_name": "MingchenZhuge"
        },
        {
          "id_str": "1775775133669445632",
          "indices": [
            649,
            661
          ],
          "name": "Haozhe Liu",
          "screen_name": "HaoZhe65347"
        },
        {
          "id_str": "1560928994148683781",
          "indices": [
            678,
            692
          ],
          "name": "Zijian Zhou",
          "screen_name": "ZijianZhou524"
        },
        {
          "id_str": "1049490918036799488",
          "indices": [
            709,
            719
          ],
          "name": "Shuming Liu",
          "screen_name": "shuming96"
        },
        {
          "id_str": "1577258782727487489",
          "indices": [
            735,
            749
          ],
          "name": "Wenyi Wang",
          "screen_name": "Wenyi_AI_Wang"
        },
        {
          "id_str": "347355021",
          "indices": [
            766,
            775
          ],
          "name": "Ernie Chang",
          "screen_name": "erniecyc"
        },
        {
          "id_str": "1037208112896376832",
          "indices": [
            832,
            844
          ],
          "name": "Zhipeng Cai",
          "screen_name": "cai_zhipeng"
        },
        {
          "id_str": "1672856688062500864",
          "indices": [
            860,
            870
          ],
          "name": "Zechun Liu",
          "screen_name": "zechunliu"
        },
        {
          "id_str": "1359295331012329474",
          "indices": [
            889,
            901
          ],
          "name": "Yunyang Xiong",
          "screen_name": "YoungXiong1"
        },
        {
          "id_str": "97939183",
          "indices": [
            933,
            939
          ],
          "name": "Yuandong Tian",
          "screen_name": "tydsh"
        },
        {
          "id_str": "29025086",
          "indices": [
            972,
            979
          ],
          "name": "Vikas Chandra",
          "screen_name": "vikasc"
        },
        {
          "id_str": "1163786515144724485",
          "indices": [
            1003,
            1017
          ],
          "name": "Jürgen Schmidhuber",
          "screen_name": "SchmidhuberAI"
        }
      ]
    },
    "quoted_tweet": null,
    "retweeted_tweet": null,
    "isLimitedReply": false,
    "communityInfo": null,
    "article": null
  },
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}