{
  "type": "tweet",
  "id": "2072078232070058406",
  "url": "https://x.com/dair_ai/status/2072078232070058406",
  "twitterUrl": "https://twitter.com/dair_ai/status/2072078232070058406",
  "text": "// Neural procedural memory //\n\nGood paper on agent memory beyond prompt retrieval.\n\nNPM stores procedural skills as activation steering vectors distilled from contrastive historical experience.\n\nTextual memory can tell an agent what to do, but it could fail to activate the internal behavior needed to execute the skill correctly.\n\nThis is a useful direction for agents that need persistent know-how across environment interactions.\n\nMemory does not always have to be another paragraph in the context window.\n\nPaper: https://t.co/GIg5FzeJL8\n\nLearn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c",
  "source": "Twitter for iPhone",
  "retweetCount": 2,
  "replyCount": 3,
  "likeCount": 17,
  "quoteCount": 0,
  "viewCount": 2147,
  "createdAt": "Tue Jun 30 22:02:02 +0000 2026",
  "lang": "en",
  "bookmarkCount": 22,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2072078232070058406",
  "displayTextRange": [
    0,
    274
  ],
  "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": 127160,
    "following": 2,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Sun Jul 23 09:12:45 +0000 2017",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 4691,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 263,
    "statusesCount": 3394,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2072078232070058406"
    ],
    "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/vTxzgAvC4i",
        "expanded_url": "https://twitter.com/dair_ai/status/2072078232070058406/photo/1",
        "ext_master_playlist_only": [],
        "ext_media_availability": {
          "status": "Available"
        },
        "ext_playlists": [],
        "features": {
          "large": {
            "faces": []
          },
          "orig": {
            "faces": []
          }
        },
        "id_str": "2072078228253298689",
        "indices": [
          275,
          298
        ],
        "media_key": "3_2072078228253298689",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARzBgCuV29ABCgACHMGALHla8aYAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHMGAK5Xb0AEKAAIcwYAseVrxpgAA",
            "media_key": "3_2072078228253298689"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HMGAK5Xb0AErJkF.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 827,
              "w": 1476,
              "x": 0,
              "y": 0
            },
            {
              "h": 1476,
              "w": 1476,
              "x": 0,
              "y": 0
            },
            {
              "h": 1683,
              "w": 1476,
              "x": 0,
              "y": 0
            },
            {
              "h": 1872,
              "w": 936,
              "x": 540,
              "y": 0
            },
            {
              "h": 1872,
              "w": 1476,
              "x": 0,
              "y": 0
            }
          ],
          "height": 1872,
          "width": 1476
        },
        "sizes": {
          "large": {
            "h": 1872,
            "w": 1476
          }
        },
        "type": "photo",
        "url": "https://t.co/vTxzgAvC4i"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "arxiv.org/abs/2606.29824",
        "expanded_url": "https://arxiv.org/abs/2606.29824",
        "indices": [
          518,
          541
        ],
        "url": "https://t.co/GIg5FzeJL8"
      },
      {
        "display_url": "academy.dair.ai",
        "expanded_url": "https://academy.dair.ai/",
        "indices": [
          594,
          617
        ],
        "url": "https://t.co/LRnpZN7L4c"
      }
    ],
    "user_mentions": []
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}