{
  "type": "tweet",
  "id": "2071688411229094397",
  "url": "https://x.com/dair_ai/status/2071688411229094397",
  "twitterUrl": "https://twitter.com/dair_ai/status/2071688411229094397",
  "text": "NEW paper from Google\n\n(bookmark it)\n\nIt's on advancing automated scientific review.\n\nJust pay attention to the focus on agentic verification which is something I've been writing about recently.\n\nAI is accelerating paper generation, but review is still mostly human throughput. The paper frames this as a systems problem and proposes four levels of AI-human collaboration for scientific evaluation.\n\nIt also discusses Google Paper Assistant as an early tool for scaling parts of the review process.\n\nThe important point is the direction of travel. AI-scientist workflows create verification debt. The review stack now needs its own agents, taxonomies, and human oversight patterns.\n\nUseful read if you track AI research agents, automated peer review, or verification infrastructure for scientific discovery.\n\nPaper: https://t.co/KXSJD5orkp\n\nLearn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c",
  "source": "Twitter for iPhone",
  "retweetCount": 8,
  "replyCount": 5,
  "likeCount": 41,
  "quoteCount": 0,
  "viewCount": 2852,
  "createdAt": "Mon Jun 29 20:13:02 +0000 2026",
  "lang": "en",
  "bookmarkCount": 40,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2071688411229094397",
  "displayTextRange": [
    0,
    277
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "dair_ai",
    "url": "https://x.com/dair_ai",
    "twitterUrl": "https://twitter.com/dair_ai",
    "id": "889050642903293953",
    "name": "DAIR.AI",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1643277398522187778/31dedbLo_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/889050642903293953/1773242460",
    "description": "",
    "location": "",
    "followers": 127087,
    "following": 2,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Sun Jul 23 09:12:45 +0000 2017",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 4682,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 261,
    "statusesCount": 3384,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2071688411229094397"
    ],
    "profile_bio": {
      "description": "Democratizing AI research, education, and technologies. Learn about AI Agents for FREE at https://t.co/HHXg8rryu4",
      "entities": {
        "description": {
          "urls": [
            {
              "display_url": "academy.dair.ai/courses/elemen…",
              "expanded_url": "https://academy.dair.ai/courses/elements-of-ai-agents",
              "indices": [
                90,
                113
              ],
              "url": "https://t.co/HHXg8rryu4"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "dair.ai",
              "expanded_url": "https://www.dair.ai/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/lkqPZtMU5s"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/rU2g48z2Bf",
        "expanded_url": "https://twitter.com/dair_ai/status/2071688411229094397/photo/1",
        "ext_master_playlist_only": [],
        "ext_media_availability": {
          "status": "Available"
        },
        "ext_playlists": [],
        "features": {
          "large": {
            "faces": []
          },
          "orig": {
            "faces": []
          }
        },
        "id_str": "2071688407806537728",
        "indices": [
          278,
          301
        ],
        "media_key": "3_2071688407806537728",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARzAHaFwmnAACgACHMAdojyagf0AAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHMAdoXCacAAKAAIcwB2iPJqB/QAA",
            "media_key": "3_2071688407806537728"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HMAdoXCacAAbqtl.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 739,
              "w": 1320,
              "x": 0,
              "y": 0
            },
            {
              "h": 1320,
              "w": 1320,
              "x": 0,
              "y": 0
            },
            {
              "h": 1505,
              "w": 1320,
              "x": 0,
              "y": 0
            },
            {
              "h": 1784,
              "w": 892,
              "x": 0,
              "y": 0
            },
            {
              "h": 1784,
              "w": 1320,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1784,
          "width": 1320
        },
        "sizes": {
          "large": {
            "h": 1784,
            "w": 1320
          }
        },
        "type": "photo",
        "url": "https://t.co/rU2g48z2Bf"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "arxiv.org/abs/2606.28277",
        "expanded_url": "https://arxiv.org/abs/2606.28277",
        "indices": [
          816,
          839
        ],
        "url": "https://t.co/KXSJD5orkp"
      },
      {
        "display_url": "academy.dair.ai",
        "expanded_url": "https://academy.dair.ai/",
        "indices": [
          892,
          915
        ],
        "url": "https://t.co/LRnpZN7L4c"
      }
    ],
    "user_mentions": []
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}