🐦 Twitter Post Details

Viewing enriched Twitter post

@emollick

Continual learning is probably the biggest barrier to explosive AI adoption (& may have big implications for recursive self-improvement as well) As long as you deal with amnesiac models that require humans to do the learning for them, adoption will be gated by human processes.

📊 Media Metadata

{
  "score": 0.38,
  "score_components": {
    "author": 0.09,
    "engagement": 0.0,
    "quality": 0.08000000000000002,
    "source": 0.135,
    "nlp": 0.05,
    "recency": 0.025
  },
  "scored_at": "2026-07-02T18:08:23.158488",
  "import_source": "api_import",
  "source_tagged_at": "2026-07-02T18:08:23.158497",
  "enriched": true,
  "enriched_at": "2026-07-02T18:08:23.158498"
}

🔧 Raw API Response

{
  "type": "tweet",
  "id": "2072727258352001341",
  "url": "https://x.com/emollick/status/2072727258352001341",
  "twitterUrl": "https://twitter.com/emollick/status/2072727258352001341",
  "text": "Continual learning is probably the biggest barrier to explosive AI adoption (& may have big implications for recursive self-improvement as well)\n\nAs long as you deal with amnesiac models that require humans to do the learning for them, adoption will be gated by human processes.",
  "source": "Twitter for iPhone",
  "retweetCount": 10,
  "replyCount": 17,
  "likeCount": 125,
  "quoteCount": 0,
  "viewCount": 11332,
  "createdAt": "Thu Jul 02 17:01:02 +0000 2026",
  "lang": "en",
  "bookmarkCount": 14,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2072727258352001341",
  "displayTextRange": [
    0,
    282
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "emollick",
    "url": "https://x.com/emollick",
    "twitterUrl": "https://twitter.com/emollick",
    "id": "39125788",
    "name": "Ethan Mollick",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1601382188712398850/3AAOlqrX_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/39125788/1763321302",
    "description": "",
    "location": "Philadelphia, PA",
    "followers": 364359,
    "following": 586,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Sun May 10 22:33:52 +0000 2009",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 7219,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 14354,
    "statusesCount": 36011,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2062645525111771521"
    ],
    "profile_bio": {
      "description": "Professor @Wharton studying AI, innovation & startups. Democratizing education using tech\nBook: https://t.co/CSmipbJ2jV\nSubstack: https://t.co/UIBhxu4bgq",
      "entities": {
        "description": {
          "urls": [
            {
              "display_url": "a.co/d/4VguzZz",
              "expanded_url": "https://a.co/d/4VguzZz",
              "indices": [
                96,
                119
              ],
              "url": "https://t.co/CSmipbJ2jV"
            },
            {
              "display_url": "oneusefulthing.org",
              "expanded_url": "https://www.oneusefulthing.org/",
              "indices": [
                130,
                153
              ],
              "url": "https://t.co/UIBhxu4bgq"
            }
          ],
          "user_mentions": [
            {
              "id_str": "",
              "indices": [
                10,
                18
              ],
              "name": "",
              "screen_name": "Wharton"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "mgmt.wharton.upenn.edu/profile/emolli…",
              "expanded_url": "https://mgmt.wharton.upenn.edu/profile/emollick/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/uItckI9ujc"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {},
  "card": null,
  "place": {},
  "entities": {},
  "quoted_tweet": {
    "type": "tweet",
    "id": "2072714372175237255",
    "url": "https://x.com/EpochAIResearch/status/2072714372175237255",
    "twitterUrl": "https://twitter.com/EpochAIResearch/status/2072714372175237255",
    "text": "Introducing EBR-bench, our new benchmark to measure on-the-fly learning.\n\nAI repeatedly plays a challenging board game called Earthborne Rangers and tries to learn from its mistakes. So far: no signs of improvement. https://t.co/6R9wNHpnBu",
    "source": "Twitter for iPhone",
    "retweetCount": 26,
    "replyCount": 13,
    "likeCount": 206,
    "quoteCount": 9,
    "viewCount": 25997,
    "createdAt": "Thu Jul 02 16:09:50 +0000 2026",
    "lang": "en",
    "bookmarkCount": 62,
    "isReply": false,
    "inReplyToId": null,
    "conversationId": "2072714372175237255",
    "displayTextRange": [
      0,
      215
    ],
    "inReplyToUserId": null,
    "inReplyToUsername": null,
    "author": {
      "type": "user",
      "userName": "EpochAIResearch",
      "url": "https://x.com/EpochAIResearch",
      "twitterUrl": "https://twitter.com/EpochAIResearch",
      "id": "1529761561170124800",
      "name": "Epoch AI",
      "isVerified": false,
      "isBlueVerified": true,
      "verifiedType": "Business",
      "profilePicture": "https://pbs.twimg.com/profile_images/1866142753127616512/DYcE9bN1_normal.jpg",
      "coverPicture": "https://pbs.twimg.com/profile_banners/1529761561170124800/1715099237",
      "description": "",
      "location": "",
      "followers": 47374,
      "following": 0,
      "status": "",
      "canDm": false,
      "canMediaTag": true,
      "createdAt": "Thu May 26 09:49:21 +0000 2022",
      "entities": {
        "description": {
          "urls": []
        },
        "url": {}
      },
      "fastFollowersCount": 0,
      "favouritesCount": 536,
      "hasCustomTimelines": true,
      "isTranslator": false,
      "mediaCount": 836,
      "statusesCount": 2416,
      "withheldInCountries": [],
      "affiliatesHighlightedLabel": {},
      "possiblySensitive": false,
      "pinnedTweetIds": [
        "2070528800941920263"
      ],
      "profile_bio": {
        "description": "Investigating the trajectory of AI for the benefit of society.",
        "entities": {
          "description": {},
          "url": {
            "urls": [
              {
                "display_url": "epoch.ai",
                "expanded_url": "http://epoch.ai",
                "indices": [
                  0,
                  23
                ],
                "url": "https://t.co/r5m4cnCNry"
              }
            ]
          }
        }
      },
      "isAutomated": false,
      "automatedBy": null
    },
    "extendedEntities": {
      "media": [
        {
          "display_url": "pic.twitter.com/6R9wNHpnBu",
          "expanded_url": "https://twitter.com/EpochAIResearch/status/2072714372175237255/photo/1",
          "ext_master_playlist_only": [],
          "ext_media_availability": {
            "status": "Available"
          },
          "ext_playlists": [],
          "features": {
            "large": {
              "faces": [
                {
                  "h": 60,
                  "w": 60,
                  "x": 67,
                  "y": 558
                }
              ]
            },
            "orig": {
              "faces": [
                {
                  "h": 60,
                  "w": 60,
                  "x": 67,
                  "y": 558
                }
              ]
            }
          },
          "id_str": "2072714369662889984",
          "indices": [
            216,
            239
          ],
          "media_key": "3_2072714369662889984",
          "media_results": {
            "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARzDwrzMmrAACgACHMPCvWJaEIcAAA==",
            "result": {
              "__typename": "ApiMedia",
              "id": "QXBpTWVkaWE6DAABCgABHMPCvMyasAAKAAIcw8K9YloQhwAA",
              "media_key": "3_2072714369662889984"
            }
          },
          "media_url_https": "https://pbs.twimg.com/media/HMPCvMyasAABLUJ.jpg",
          "original_info": {
            "focus_rects": [
              {
                "h": 575,
                "w": 1026,
                "x": 0,
                "y": 0
              },
              {
                "h": 1026,
                "w": 1026,
                "x": 0,
                "y": 0
              },
              {
                "h": 1170,
                "w": 1026,
                "x": 0,
                "y": 0
              },
              {
                "h": 1283,
                "w": 642,
                "x": 0,
                "y": 0
              },
              {
                "h": 1283,
                "w": 1026,
                "x": 0,
                "y": 0
              }
            ],
            "height": 1283,
            "width": 1026
          },
          "sizes": {
            "large": {
              "h": 1283,
              "w": 1026
            }
          },
          "type": "photo",
          "url": "https://t.co/6R9wNHpnBu"
        }
      ]
    },
    "card": null,
    "place": {},
    "entities": {},
    "quoted_tweet": null,
    "retweeted_tweet": null,
    "isLimitedReply": false,
    "communityInfo": null,
    "article": null
  },
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}