{
  "type": "tweet",
  "id": "2056427128401641908",
  "url": "https://x.com/dair_ai/status/2056427128401641908",
  "twitterUrl": "https://twitter.com/dair_ai/status/2056427128401641908",
  "text": "NEW paper worth reading.\n\nGPT-5.4 nano plus a critic-comparator orchestration loop hits 76.4% on SWE-bench Verified, matching standalone Gemini 3 Pro and Claude Opus 4.5 Thinking.\n\nThe trick is to select from k=8 weak-model proposals using execution and proof signals.\n\nWhat does this mean?\n\nMany of the patches you'd expect from a frontier model are already inside a weak model's top-8 candidates.\n\nWhen you have 8 candidate patches from a weak model, don't ask the model which is best. Run them and verify them. That's enough to match a frontier model's accuracy.\n\nThe takeaway for AI devs: a weak model's top-k often already contains the right answer. What limits you is the quality of your selector, not the capability of the model.\n\nPaper: https://t.co/Gx7j7EP9BM\n\nLearn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c",
  "source": "Twitter for iPhone",
  "retweetCount": 0,
  "replyCount": 0,
  "likeCount": 0,
  "quoteCount": 0,
  "viewCount": 36,
  "createdAt": "Mon May 18 17:30:08 +0000 2026",
  "lang": "en",
  "bookmarkCount": 3,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2056427128401641908",
  "displayTextRange": [
    0,
    279
  ],
  "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": 121877,
    "following": 1,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Sun Jul 23 09:12:45 +0000 2017",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 4457,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 225,
    "statusesCount": 3210,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2056018543850754283"
    ],
    "profile_bio": {
      "description": "Democratizing AI research, education, and technologies. New AI learning portal: https://t.co/LRnpZN7L4c",
      "entities": {
        "description": {
          "urls": [
            {
              "display_url": "academy.dair.ai",
              "expanded_url": "https://academy.dair.ai/",
              "indices": [
                80,
                103
              ],
              "url": "https://t.co/LRnpZN7L4c"
            }
          ]
        },
        "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/llqkSYQqCx",
        "expanded_url": "https://twitter.com/dair_ai/status/2056427128401641908/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "features": {
          "large": {
            "faces": []
          },
          "orig": {
            "faces": []
          }
        },
        "id_str": "2056427125046198272",
        "indices": [
          280,
          303
        ],
        "media_key": "3_2056427125046198272",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARyJ5ZMm20AACgACHInlk+7bQbQAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHInlkybbQAAKAAIcieWT7ttBtAAA",
            "media_key": "3_2056427125046198272"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HInlkybbQAA_H11.png",
        "original_info": {
          "focus_rects": [
            {
              "h": 970,
              "w": 1732,
              "x": 0,
              "y": 0
            },
            {
              "h": 1732,
              "w": 1732,
              "x": 0,
              "y": 0
            },
            {
              "h": 1906,
              "w": 1672,
              "x": 0,
              "y": 0
            },
            {
              "h": 1906,
              "w": 953,
              "x": 47,
              "y": 0
            },
            {
              "h": 1906,
              "w": 1732,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1906,
          "width": 1732
        },
        "sizes": {
          "large": {
            "h": 1906,
            "w": 1732
          }
        },
        "type": "photo",
        "url": "https://t.co/llqkSYQqCx"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "arxiv.org/abs/2605.14163",
        "expanded_url": "https://arxiv.org/abs/2605.14163",
        "indices": [
          745,
          768
        ],
        "url": "https://t.co/Gx7j7EP9BM"
      },
      {
        "display_url": "academy.dair.ai",
        "expanded_url": "https://academy.dair.ai/",
        "indices": [
          821,
          844
        ],
        "url": "https://t.co/LRnpZN7L4c"
      }
    ],
    "user_mentions": []
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}