{
  "type": "tweet",
  "id": "2041895109252542730",
  "url": "https://x.com/omarsar0/status/2041895109252542730",
  "twitterUrl": "https://twitter.com/omarsar0/status/2041895109252542730",
  "text": "NEW paper: Memory Intelligence Agent (MIA)\n\nMIA boosts GPT-5.4 by up to 9% on LiveVQA.\n\nQuick summary:\n\nMost memory-augmented agents treat memory as a static retrieval problem.\n\nThey store trajectories, retrieve similar ones, and hope for the best.\n\nBut memory that doesn't evolve becomes stale, and storage costs grow without bound.\n\nThis new framework combines a non-parametric Memory Manager for compressed trajectory storage, a parametric Planner trained via RL to produce search strategies, and an Executor that carries them out.\n\nThe key innovation is bidirectional conversion between parametric and non-parametric memory, plus test-time learning that updates the Planner on-the-fly during inference.\n\nMIA boosts GPT-5.4 by up to 9% on LiveVQA. With a lightweight 7B Executor, it achieves 31% average improvement across eleven benchmarks, outperforming the much larger 32B model by 18%.\n\nMemory systems for agents need to evolve, not just accumulate.\n\nMIA's alternating RL training and bidirectional memory conversion show that treating memory as a living system, not a database, produces substantially better deep research agents.\n\nPaper: https://t.co/eSQa0URWCk\n\nLearn to build effective AI agents in our academy: https://t.co/1e8RZKs4uX",
  "source": "Twitter for iPhone",
  "retweetCount": 0,
  "replyCount": 1,
  "likeCount": 2,
  "quoteCount": 0,
  "viewCount": 194,
  "createdAt": "Wed Apr 08 15:05:05 +0000 2026",
  "lang": "en",
  "bookmarkCount": 5,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2041895109252542730",
  "displayTextRange": [
    0,
    280
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "omarsar0",
    "url": "https://x.com/omarsar0",
    "twitterUrl": "https://twitter.com/omarsar0",
    "id": "3448284313",
    "name": "elvis",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
    "description": "",
    "location": "DAIR.AI Academy",
    "followers": 297642,
    "following": 800,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Fri Sep 04 12:59:26 +0000 2015",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 35314,
    "hasCustomTimelines": true,
    "isTranslator": true,
    "mediaCount": 4583,
    "statusesCount": 17589,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2039844072748204246"
    ],
    "profile_bio": {
      "description": "Building @dair_ai • Prev: Meta AI, Elastic, PhD • New AI learning portal: https://t.co/1e8RZKs4uX",
      "entities": {
        "description": {
          "hashtags": [],
          "symbols": [],
          "urls": [
            {
              "display_url": "academy.dair.ai",
              "expanded_url": "https://academy.dair.ai/",
              "indices": [
                74,
                97
              ],
              "url": "https://t.co/1e8RZKs4uX"
            }
          ],
          "user_mentions": [
            {
              "id_str": "0",
              "indices": [
                9,
                17
              ],
              "name": "",
              "screen_name": "dair_ai"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "dair.ai",
              "expanded_url": "https://www.dair.ai/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/XQto5ypSIk"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/QsiCA5m6Wp",
        "expanded_url": "https://twitter.com/omarsar0/status/2041895109252542730/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "features": {
          "large": {
            "faces": []
          },
          "orig": {
            "faces": []
          }
        },
        "id_str": "2041895105913851904",
        "indices": [
          281,
          304
        ],
        "media_key": "3_2041895105913851904",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARxWRMfImpAACgACHFZEyI+a8QoAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHFZEx8iakAAKAAIcVkTIj5rxCgAA",
            "media_key": "3_2041895105913851904"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HFZEx8iakAAzD1S.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 754,
              "w": 1346,
              "x": 0,
              "y": 0
            },
            {
              "h": 1346,
              "w": 1346,
              "x": 0,
              "y": 0
            },
            {
              "h": 1534,
              "w": 1346,
              "x": 0,
              "y": 0
            },
            {
              "h": 1564,
              "w": 782,
              "x": 195,
              "y": 0
            },
            {
              "h": 1564,
              "w": 1346,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1564,
          "width": 1346
        },
        "sizes": {
          "large": {
            "h": 1564,
            "w": 1346
          }
        },
        "type": "photo",
        "url": "https://t.co/QsiCA5m6Wp"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "arxiv.org/abs/2604.04503",
        "expanded_url": "https://arxiv.org/abs/2604.04503",
        "indices": [
          1146,
          1169
        ],
        "url": "https://t.co/eSQa0URWCk"
      },
      {
        "display_url": "academy.dair.ai",
        "expanded_url": "https://academy.dair.ai/",
        "indices": [
          1222,
          1245
        ],
        "url": "https://t.co/1e8RZKs4uX"
      }
    ],
    "user_mentions": []
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}