{
  "type": "tweet",
  "id": "2029960409625600277",
  "url": "https://x.com/RaghuGanti/status/2029960409625600277",
  "twitterUrl": "https://twitter.com/RaghuGanti/status/2029960409625600277",
  "text": "We just published our 1H 2026 roadmap (https://t.co/qRKP2wg7RN) and an accompanying blog (https://t.co/fjVDnvk37c) for enabling the IBM's Spyre accelerator in PyTorch — ecosystem-first, building on torch.inductor, vLLM, and contributing back (Dataflow accelerator's Tile IR, OpenReg, out-of-tree CI). \n\nWhile the market debates whether AI disrupts legacy tech, we're busy building the accelerator infrastructure that enterprise AI runs on. \n\nWe're sharing this journey in the open. Come see our talks on extending torch.inductor for dataflow accelerators and Spyre's vLLM integration at the inaugural PyTorch Conference Europe in Paris, April 7–8!\n\n@PyTorch @IBMResearch @IBM @RedHat_AI",
  "source": "Twitter for iPhone",
  "retweetCount": 2,
  "replyCount": 0,
  "likeCount": 14,
  "quoteCount": 1,
  "viewCount": 8301,
  "createdAt": "Fri Mar 06 16:40:51 +0000 2026",
  "lang": "en",
  "bookmarkCount": 10,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2029960409625600277",
  "displayTextRange": [
    0,
    274
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "RaghuGanti",
    "url": "https://x.com/RaghuGanti",
    "twitterUrl": "https://twitter.com/RaghuGanti",
    "id": "472278537",
    "name": "Raghu Ganti",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1091465405506433025/GTWqFG8P_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/472278537/1549060636",
    "description": "",
    "location": "White Plains, NY",
    "followers": 355,
    "following": 131,
    "status": "",
    "canDm": false,
    "canMediaTag": true,
    "createdAt": "Mon Jan 23 19:49:45 +0000 2012",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 1057,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 6,
    "statusesCount": 302,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2029960409625600277"
    ],
    "profile_bio": {
      "description": "Researcher, A.I., dancer",
      "entities": {
        "description": {
          "hashtags": [],
          "symbols": [],
          "urls": [],
          "user_mentions": []
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {},
  "card": {
    "binding_values": [
      {
        "key": "photo_image_full_size_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=800x419",
            "width": 800
          }
        }
      },
      {
        "key": "thumbnail_image",
        "value": {
          "image_value": {
            "height": 150,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=280x150",
            "width": 267
          }
        }
      },
      {
        "key": "description",
        "value": {
          "string_value": "At IBM Research, we’re inventing what’s next in AI, quantum computing, and hybrid cloud to shape the world ahead."
        }
      },
      {
        "key": "domain",
        "value": {
          "string_value": "research.ibm.com"
        }
      },
      {
        "key": "thumbnail_image_large",
        "value": {
          "image_value": {
            "height": 320,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=800x320_1",
            "width": 569
          }
        }
      },
      {
        "key": "summary_photo_image_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=386x202",
            "width": 386
          }
        }
      },
      {
        "key": "thumbnail_image_original",
        "value": {
          "image_value": {
            "height": 675,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=orig",
            "width": 1200
          }
        }
      },
      {
        "key": "site",
        "value": {
          "scribe_key": "publisher_id",
          "user_value": {
            "id_str": "16319797",
            "path": []
          }
        }
      },
      {
        "key": "photo_image_full_size_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=386x202",
            "width": 386
          }
        }
      },
      {
        "key": "summary_photo_image_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=800x419",
            "width": 800
          }
        }
      },
      {
        "key": "thumbnail_image_small",
        "value": {
          "image_value": {
            "height": 81,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=144x144",
            "width": 144
          }
        }
      },
      {
        "key": "creator",
        "value": {
          "user_value": {
            "id_str": "16319797",
            "path": []
          }
        }
      },
      {
        "key": "thumbnail_image_x_large",
        "value": {
          "image_value": {
            "height": 675,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "photo_image_full_size_original",
        "value": {
          "image_value": {
            "height": 675,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=orig",
            "width": 1200
          }
        }
      },
      {
        "key": "vanity_url",
        "value": {
          "scribe_key": "vanity_url",
          "string_value": "research.ibm.com"
        }
      },
      {
        "key": "photo_image_full_size",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=600x314",
            "width": 600
          }
        }
      },
      {
        "key": "thumbnail_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 60.17,
                "rgb": {
                  "blue": 206,
                  "green": 201,
                  "red": 197
                }
              },
              {
                "percentage": 27.37,
                "rgb": {
                  "blue": 35,
                  "green": 38,
                  "red": 41
                }
              },
              {
                "percentage": 6.05,
                "rgb": {
                  "blue": 86,
                  "green": 133,
                  "red": 176
                }
              },
              {
                "percentage": 1.52,
                "rgb": {
                  "blue": 46,
                  "green": 75,
                  "red": 104
                }
              },
              {
                "percentage": 1.43,
                "rgb": {
                  "blue": 228,
                  "green": 185,
                  "red": 136
                }
              }
            ]
          }
        }
      },
      {
        "key": "title",
        "value": {
          "string_value": "Building PyTorch-native support for the IBM Spyre Accelerator"
        }
      },
      {
        "key": "summary_photo_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 60.17,
                "rgb": {
                  "blue": 206,
                  "green": 201,
                  "red": 197
                }
              },
              {
                "percentage": 27.37,
                "rgb": {
                  "blue": 35,
                  "green": 38,
                  "red": 41
                }
              },
              {
                "percentage": 6.05,
                "rgb": {
                  "blue": 86,
                  "green": 133,
                  "red": 176
                }
              },
              {
                "percentage": 1.52,
                "rgb": {
                  "blue": 46,
                  "green": 75,
                  "red": 104
                }
              },
              {
                "percentage": 1.43,
                "rgb": {
                  "blue": 228,
                  "green": 185,
                  "red": 136
                }
              }
            ]
          }
        }
      },
      {
        "key": "summary_photo_image_x_large",
        "value": {
          "image_value": {
            "height": 675,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "summary_photo_image",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=600x314",
            "width": 600
          }
        }
      },
      {
        "key": "photo_image_full_size_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 60.17,
                "rgb": {
                  "blue": 206,
                  "green": 201,
                  "red": 197
                }
              },
              {
                "percentage": 27.37,
                "rgb": {
                  "blue": 35,
                  "green": 38,
                  "red": 41
                }
              },
              {
                "percentage": 6.05,
                "rgb": {
                  "blue": 86,
                  "green": 133,
                  "red": 176
                }
              },
              {
                "percentage": 1.52,
                "rgb": {
                  "blue": 46,
                  "green": 75,
                  "red": 104
                }
              },
              {
                "percentage": 1.43,
                "rgb": {
                  "blue": 228,
                  "green": 185,
                  "red": 136
                }
              }
            ]
          }
        }
      },
      {
        "key": "photo_image_full_size_x_large",
        "value": {
          "image_value": {
            "height": 675,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "card_url",
        "value": {
          "scribe_key": "card_url",
          "string_value": "https://t.co/qr9TcNq8Xb"
        }
      },
      {
        "key": "summary_photo_image_original",
        "value": {
          "image_value": {
            "height": 675,
            "url": "https://pbs.twimg.com/card_img/2029960414390329348/ogHsOEwF?format=png&name=orig",
            "width": 1200
          }
        }
      }
    ],
    "card_platform": {
      "platform": {
        "audience": {
          "name": "production"
        },
        "device": {
          "name": "iPhone",
          "version": "13"
        }
      }
    },
    "name": "summary_large_image",
    "url": "https://t.co/qr9TcNq8Xb",
    "user_refs_results": [
      {
        "rest_id": "16319797",
        "result": {
          "__typename": "User",
          "action_counts": {
            "favorites_count": 7853
          },
          "avatar": {
            "image_url": "https://pbs.twimg.com/profile_images/2021320006341099520/1vRPIhNT_normal.jpg"
          },
          "banner": {
            "image_url": "https://pbs.twimg.com/profile_banners/16319797/1758301894"
          },
          "core": {
            "created_at": "Tue Sep 16 23:39:55 +0000 2008",
            "name": "IBM Research",
            "screen_name": "IBMResearch"
          },
          "dm_permissions": {
            "can_dm": true
          },
          "exclusive_tweet_following": false,
          "follow_request_sent": false,
          "identity_profile_labels_highlighted_label": {},
          "location": {
            "location": "12 labs on 6 continents"
          },
          "media_permissions": {
            "can_media_tag": true
          },
          "notifications_settings": {
            "notifications_enabled": false
          },
          "pinned_items": {
            "tweet_ids_str": [
              "1988577733702459849"
            ]
          },
          "privacy": {
            "protected": false,
            "suspended": false
          },
          "private_super_following": false,
          "profile_bio": {
            "description": "Inventing what's next in science and technology. 🌍🔬\n\nSubscribe to our newsletter: https://t.co/kyfsvQN1Dn",
            "entities": {
              "description": {
                "hashtags": [],
                "symbols": [],
                "urls": [
                  {
                    "display_url": "ibm.biz/BdMBhJ",
                    "expanded_url": "https://ibm.biz/BdMBhJ",
                    "indices": [
                      82,
                      105
                    ],
                    "url": "https://t.co/kyfsvQN1Dn"
                  }
                ],
                "user_mentions": []
              },
              "url": {
                "urls": [
                  {
                    "display_url": "research.ibm.com",
                    "expanded_url": "http://www.research.ibm.com/",
                    "indices": [
                      0,
                      23
                    ],
                    "url": "https://t.co/eMlcVs33qu"
                  }
                ]
              }
            }
          },
          "profile_image_shape": "Square",
          "profile_metadata": {
            "profile_interstitial_type": "",
            "profile_link_color": "0099CC"
          },
          "profile_translation": {
            "translator_type_enum": "None"
          },
          "properties": {
            "has_extended_profile": false
          },
          "relationship_counts": {
            "followers": 229457,
            "following": 1097
          },
          "relationship_perspectives": {
            "blocked_by": false,
            "blocking": false,
            "followed_by": false,
            "following": false,
            "live_following": false,
            "muting": false
          },
          "rest_id": "16319797",
          "smart_blocked_by": false,
          "smart_blocking": false,
          "super_follow_eligible": false,
          "super_followed_by": false,
          "super_following": false,
          "tweet_counts": {
            "media_tweets": 3669,
            "tweets": 20334
          },
          "verification": {
            "is_blue_verified": false,
            "verified": false,
            "verified_type": "Business"
          },
          "website": {
            "url": "https://t.co/eMlcVs33qu"
          }
        }
      },
      {
        "rest_id": "16319797",
        "result": {
          "__typename": "User",
          "action_counts": {
            "favorites_count": 7853
          },
          "avatar": {
            "image_url": "https://pbs.twimg.com/profile_images/2021320006341099520/1vRPIhNT_normal.jpg"
          },
          "banner": {
            "image_url": "https://pbs.twimg.com/profile_banners/16319797/1758301894"
          },
          "core": {
            "created_at": "Tue Sep 16 23:39:55 +0000 2008",
            "name": "IBM Research",
            "screen_name": "IBMResearch"
          },
          "dm_permissions": {
            "can_dm": true
          },
          "exclusive_tweet_following": false,
          "follow_request_sent": false,
          "identity_profile_labels_highlighted_label": {},
          "location": {
            "location": "12 labs on 6 continents"
          },
          "media_permissions": {
            "can_media_tag": true
          },
          "notifications_settings": {
            "notifications_enabled": false
          },
          "pinned_items": {
            "tweet_ids_str": [
              "1988577733702459849"
            ]
          },
          "privacy": {
            "protected": false,
            "suspended": false
          },
          "private_super_following": false,
          "profile_bio": {
            "description": "Inventing what's next in science and technology. 🌍🔬\n\nSubscribe to our newsletter: https://t.co/kyfsvQN1Dn",
            "entities": {
              "description": {
                "hashtags": [],
                "symbols": [],
                "urls": [
                  {
                    "display_url": "ibm.biz/BdMBhJ",
                    "expanded_url": "https://ibm.biz/BdMBhJ",
                    "indices": [
                      82,
                      105
                    ],
                    "url": "https://t.co/kyfsvQN1Dn"
                  }
                ],
                "user_mentions": []
              },
              "url": {
                "urls": [
                  {
                    "display_url": "research.ibm.com",
                    "expanded_url": "http://www.research.ibm.com/",
                    "indices": [
                      0,
                      23
                    ],
                    "url": "https://t.co/eMlcVs33qu"
                  }
                ]
              }
            }
          },
          "profile_image_shape": "Square",
          "profile_metadata": {
            "profile_interstitial_type": "",
            "profile_link_color": "0099CC"
          },
          "profile_translation": {
            "translator_type_enum": "None"
          },
          "properties": {
            "has_extended_profile": false
          },
          "relationship_counts": {
            "followers": 229457,
            "following": 1097
          },
          "relationship_perspectives": {
            "blocked_by": false,
            "blocking": false,
            "followed_by": false,
            "following": false,
            "live_following": false,
            "muting": false
          },
          "rest_id": "16319797",
          "smart_blocked_by": false,
          "smart_blocking": false,
          "super_follow_eligible": false,
          "super_followed_by": false,
          "super_following": false,
          "tweet_counts": {
            "media_tweets": 3669,
            "tweets": 20334
          },
          "verification": {
            "is_blue_verified": false,
            "verified": false,
            "verified_type": "Business"
          },
          "website": {
            "url": "https://t.co/eMlcVs33qu"
          }
        }
      }
    ]
  },
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "dev-discuss.pytorch.org/t/ibm-spyre-ac…",
        "expanded_url": "https://dev-discuss.pytorch.org/t/ibm-spyre-accelerator-pytorch-enabling-status-and-feature-plan-1h-2026/3319",
        "indices": [
          39,
          62
        ],
        "url": "https://t.co/qRKP2wg7RN"
      },
      {
        "display_url": "research.ibm.com/blog/pytorch-s…",
        "expanded_url": "https://research.ibm.com/blog/pytorch-support-ibm-spyre",
        "indices": [
          90,
          113
        ],
        "url": "https://t.co/fjVDnvk37c"
      }
    ],
    "user_mentions": [
      {
        "id_str": "776585502606721024",
        "indices": [
          649,
          657
        ],
        "name": "PyTorch",
        "screen_name": "PyTorch"
      },
      {
        "id_str": "16319797",
        "indices": [
          658,
          670
        ],
        "name": "IBM Research",
        "screen_name": "IBMResearch"
      },
      {
        "id_str": "18994444",
        "indices": [
          671,
          675
        ],
        "name": "IBM",
        "screen_name": "IBM"
      },
      {
        "id_str": "997536616481722369",
        "indices": [
          676,
          686
        ],
        "name": "Red Hat AI",
        "screen_name": "RedHat_AI"
      }
    ]
  },
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "article": null
}