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      "sourceUrl": "https://www.kaggle.com/models/mithilavakde/mdlarc",
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      "text": "The Kaggle account mithilavakde publishes a model called mdlARC under the displayed name Mithil A Vakde."
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      "text": "The observed nvbanana roster contains cpmpml and darraghdog. Those two handles also appear in NVARC3 on the ARC-AGI-3 board; these remain separate competition entries."
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      "teamId": "15526034",
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      "sourceId": "fact-16569125-0",
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      "reason": "New Kaggle staff queue estimate verified in signed-in Chrome and logged-out public view.",
      "sourceId": "discussion-arc-2-747515",
      "summary": "In an October 16 reply, Kaggle staff member Dustin says ARC-2 queue delay has fallen to about three to five hours and most waiting is now actual submission runtime. He estimates turnaround below a day. Later participants still ask about long saves and runs; the staff estimate is dated, not a live service guarantee.",
      "title": "Update on \"Kaggle Error\" Submissions & Queue Delays",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/747515",
      "visibility": "public"
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      "reason": "Earlier lead re-read without login; body and visible replies publicly accessible. Preserve attribution and distinguish participant results from predictions.",
      "sourceId": "discussion-arc-2-749035",
      "summary": "Anil Thomas posts a prediction that nvbanana is likely to win and attributes his underlying data to huikang’s historical ARC-2 leaderboard page. CPMP replies that he does not know whether they will win, but their submissions have run fast so far. The prediction and response are contestant statements, not an organizer decision, verified winning forecast or disclosed current recipe. Exact root and reply times come from source tooltips.",
      "title": "Pareto front says nvbanana is likely to win",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/749035",
      "visibility": "public"
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      "commentCount": 0,
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      "personIds": [],
      "postedAt": "2026-10-13T14:05:34Z",
      "reason": "Earlier lead re-read without login; body and visible replies publicly accessible. Preserve attribution and distinguish participant results from predictions.",
      "sourceId": "discussion-arc-2-748895",
      "summary": "Dmitrii Gluzdov reports synthetic ARC-rule fine-tuning improves performance on unseen generated rules but has not shown a leaderboard gain. The current post describes 1,369 executable rules and 41,070 generated puzzles, two training approaches, and reported public scores of 30.83 for base NVARC, 29.03 for early LoRA, 27.92 for full LoRA and 29.17 for added blocks. He reports rerun variation of roughly two to four points. Training only on the hard-example file remains untried. These are the author’s experiments and noise estimate; augmented examples are not independent puzzles.",
      "title": "Tried fine-tuning NVARC on new synthetic ARC tasks",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/748895",
      "visibility": "public"
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      "reason": "Substantive source read and original replies checked; distinguish participant claims from organizer decisions. Logged-out access confirmed.",
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      "summary": "Darren Amadeus Martin proposes a deadline extension or GPU change because of grading delays. CPMP argues that a late GPU change would be unfair to teams that spent months tuning for 4xL4. The author replies that fixing the queue is preferable if possible and describes the hardware change as a contingent proposal. No organizer approval was seen.",
      "title": "Petition to delay the end of competition and compute change",
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      "name": "Syed Saad Hasan Emad",
      "rankFrom": 1353,
      "rankTo": 374,
      "t": "2026-10-17T19:23:11Z",
      "to": 31.81
    },
    {
      "from": null,
      "id": "17139246",
      "name": "Adam #2",
      "rankFrom": null,
      "rankTo": 375,
      "t": "2026-10-17T19:53:14Z",
      "to": 31.81
    },
    {
      "from": 38.61,
      "id": "15487968",
      "name": "Jack Cole",
      "rankFrom": 52,
      "rankTo": 51,
      "t": "2026-10-17T20:53:21Z",
      "to": 39.31
    },
    {
      "from": null,
      "id": "17059100",
      "name": "monsaraida",
      "rankFrom": null,
      "rankTo": 69,
      "t": "2026-10-17T20:53:21Z",
      "to": 35.56
    },
    {
      "from": 29.72,
      "id": "17129793",
      "name": "parkera",
      "rankFrom": 1347,
      "rankTo": 395,
      "t": "2026-10-17T20:53:21Z",
      "to": 31.53
    }
  ],
  "intakeReview": [
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-0602-arc-2-kajetan-schweighofer-enters-gold",
      "reason": "Develops the earlier cutoff rise and the closing reversal when the public band widens to sixteen places."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-0602-arc-2-youssef-nader-surges-to-eighteenth",
      "reason": "Uses the edition’s verified 3.61 net gain and current gold deficit; does not repeat the wire’s longer-window 29.44 gain as today’s net."
    },
    {
      "disposition": "not-selected",
      "id": "wire-2026-10-17-0803-arc-2-dolphy-aggarwal-debuts-forty-seventh",
      "reason": "No subsequent score development selected; an unfamiliar appearance in the saved window does not establish a competition debut."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-0956-arc-2-varstern-6037-climbs-to-forty-eighth",
      "reason": "Pairs the morning score with the later second step and closing fortieth place."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-1205-arc-2-mtg-climbs-to-twentieth",
      "reason": "Keeps current twentieth and dates the score step to overnight rather than treating the later wire filing as a fresh improvement."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-1401-arc-2-ali-shirvani-jumps-to-sixtieth",
      "reason": "Confirms the closing rank and recorded score step without inventing a complete daily baseline."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-1401-arc-2-hira-norm-advances-to-forty-first",
      "reason": "Updates earlier 41st to closing 42nd and uses the edition’s own 21-place net climb."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-1604-arc-2-varstern-6037-advances-to-fortieth",
      "reason": "Separates the later 2.92-point step from the combined 11.80 reported by the rolling wire."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-17-1758-arc-2-hack2publish-climbs-into-top-hundred",
      "reason": "Reports verified 47-place net climb to 75th and its place in the broader top-hundred race."
    }
  ],
  "latestAt": "2026-10-17T21:53:28Z",
  "observations": {
    "15486728": {
      "members": [
        "mithilavakde"
      ],
      "name": "Mithil A Vakde",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15486939": {
      "members": [
        "cpmpml",
        "darraghdog"
      ],
      "name": "nvbanana",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15487968": {
      "members": [
        "jcole75"
      ],
      "name": "Jack Cole",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15501171": {
      "members": [
        "threerabbits"
      ],
      "name": "Yi-Chia Chen",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15507730": {
      "members": [
        "insanitycheck"
      ],
      "name": "Jan Disselhoff",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15526034": {
      "members": [
        "dzjiann",
        "keithtyser",
        "mitubant",
        "ngyzly"
      ],
      "name": "ARC Raiders",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15596748": {
      "members": [
        "hiranorm"
      ],
      "name": "Hira Norm",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15647123": {
      "members": [
        "penguin069"
      ],
      "name": "Penguin",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "15789060": {
      "members": [
        "cookizesong",
        "xiezejian",
        "yuhuake240506"
      ],
      "name": "rabbithole",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16095234": {
      "members": [
        "gamingconceited"
      ],
      "name": "Youssef Nader",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16260837": {
      "members": [
        "esfersami50",
        "foysalemonshanto",
        "hosen42",
        "raihanrt",
        "tarekrahman82"
      ],
      "name": "Hack2Publish",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16373916": {
      "members": [
        "majkel1337"
      ],
      "name": "Majkel1337",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16442485": {
      "members": [
        "hongori",
        "quarkliu"
      ],
      "name": "Arcnights",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16461211": {
      "members": [
        "dawkopi"
      ],
      "name": "Dawid Kopiczko",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16540266": {
      "members": [
        "ttagu99"
      ],
      "name": "Daewoo Myoung",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16569125": {
      "members": [
        "isakatsuyoshi",
        "konbu17",
        "pompom555",
        "refv00",
        "tanakaai24"
      ],
      "name": "復活の混テキスト",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16671221": {
      "members": [
        "albertruehlman"
      ],
      "name": "ALbert RUehlman",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16756524": {
      "members": [
        "driessmit1",
        "jeroencottaar",
        "pressman1",
        "stefano1283"
      ],
      "name": "Tufa Labs",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16768245": {
      "members": [
        "deepdreamer"
      ],
      "name": "_hans",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "16942017": {
      "members": [
        "notnitsuj"
      ],
      "name": "okiek",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "17023174": {
      "members": [
        "markbarney",
        "scizical",
        "sonphamorg"
      ],
      "name": "Mark Barney",
      "observedAt": "2026-10-17T21:53:28Z"
    },
    "17064172": {
      "members": [
        "burtonlancaster"
      ],
      "name": "Sunstone North Lab",
      "observedAt": "2026-10-17T21:53:28Z"
    }
  },
  "people": [
    {
      "id": "yi-chia-chen",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "threerabbits",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15501171",
          "teamName": "Yi-Chia Chen"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "threerabbits",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15499660",
          "teamName": "Yi-Chia Chen"
        }
      ],
      "name": "Yi-Chia Chen",
      "sources": [
        {
          "sourceId": "person-yi-chia-chen-identity-0",
          "text": "Verified kaggle account: threerabbits"
        },
        {
          "sourceId": "person-yi-chia-chen-fact-0",
          "text": "Yi-Chia Chen’s Kaggle profile lists her as a Competitions Master and a double-degree student at National Taiwan University and Waseda University."
        },
        {
          "sourceId": "person-yi-chia-chen-fact-1",
          "text": "Yi-Chia Chen authored a Kaggle write-up for a third-place solution in Eedi — Mining Misconceptions in Mathematics."
        },
        {
          "sourceId": "person-yi-chia-chen-fact-2",
          "text": "Yi-Chia Chen’s public Kaggle account is threerabbits. The profile lists she/her pronouns and displays an avatar of two rabbits."
        },
        {
          "sourceId": "person-yi-chia-chen-roster-0",
          "text": "threerabbits observed in Yi-Chia Chen (arc-prize-2026-arc-agi-2, team 15501171) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-yi-chia-chen-roster-1",
          "text": "threerabbits observed in Yi-Chia Chen (arc-prize-2026-arc-agi-3, team 15499660) between 2026-10-09T18:53:27Z and 2026-10-17T09:52:12Z."
        }
      ],
      "teamIds": [
        "15501171"
      ]
    },
    {
      "id": "jean-francois-puget",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "cpmpml",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15486939",
          "teamName": "nvbanana"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "cpmpml",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15770880",
          "teamName": "NVARC3"
        }
      ],
      "name": "Jean-François Puget (CPMP)",
      "sources": [
        {
          "sourceId": "person-jean-francois-puget-identity-0",
          "text": "Verified kaggle account: cpmpml"
        },
        {
          "sourceId": "person-jean-francois-puget-identity-1",
          "text": "Verified x account: JFPuget"
        },
        {
          "sourceId": "person-jean-francois-puget-fact-0",
          "text": "Jean-François Puget’s public GitHub profile identifies him as CPMP and links directly to the Kaggle account cpmpml."
        },
        {
          "sourceId": "person-jean-francois-puget-fact-1",
          "text": "NVIDIA’s author biography describes Jean-Francois Puget as a director and individual contributor whose team advances agentic AI and showcases NVIDIA tools and expertise in Kaggle competitions."
        },
        {
          "sourceId": "person-jean-francois-puget-archive-0",
          "text": "ARC Prize 2025 champion · NVARC"
        },
        {
          "sourceId": "person-jean-francois-puget-archive-1",
          "text": "ARC Prize 2024 paper award runner-up · A 2D nGPT Model for ARC Prize"
        },
        {
          "sourceId": "person-jean-francois-puget-roster-0",
          "text": "cpmpml observed in nvbanana (arc-prize-2026-arc-agi-2, team 15486939) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-jean-francois-puget-roster-1",
          "text": "cpmpml observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-09T18:53:27Z and 2026-10-17T09:52:12Z."
        }
      ],
      "teamIds": [
        "15486939"
      ]
    },
    {
      "id": "jack-cole",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "jcole75",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15487968",
          "teamName": "Jack Cole"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-13T17:12:19Z",
          "memberHandle": "jcole75",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15490570",
          "teamName": "Abstraction Lab & MindsAI"
        }
      ],
      "name": "Jack Cole",
      "sources": [
        {
          "sourceId": "person-jack-cole-identity-0",
          "text": "Verified kaggle account: jcole75"
        },
        {
          "sourceId": "person-jack-cole-identity-1",
          "text": "Verified x account: MindsAI_Jack"
        },
        {
          "sourceId": "person-jack-cole-fact-0",
          "text": "ARC Prize credits Jack Cole as adviser and reviewer for StochasticGoose @ Tufa Labs, the first-place agent in the 2025 ARC-AGI-3 Preview competition, whose lead developer was Dries Smit."
        },
        {
          "sourceId": "person-jack-cole-fact-1",
          "text": "ARC Prize’s 2025 results list “Don’t throw the baby out with the bathwater: How and why deep learning for ARC” by J. Cole and M. Osman among the paper award honorable mentions."
        },
        {
          "sourceId": "person-jack-cole-archive-0",
          "text": "ARC Prize 2025 third place · MindsAI & Tufa Labs"
        },
        {
          "sourceId": "person-jack-cole-archive-1",
          "text": "ARC Prize 2024 · MindsAI top score, not prize-eligible"
        },
        {
          "sourceId": "person-jack-cole-roster-0",
          "text": "jcole75 observed in Jack Cole (arc-prize-2026-arc-agi-2, team 15487968) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-jack-cole-roster-1",
          "text": "jcole75 observed in Abstraction Lab & MindsAI (arc-prize-2026-arc-agi-3, team 15490570) between 2026-10-09T18:53:27Z and 2026-10-13T17:12:19Z."
        }
      ],
      "teamIds": [
        "15487968"
      ]
    },
    {
      "id": "mithil-a-vakde",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "mithilavakde",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15486728",
          "teamName": "Mithil A Vakde"
        }
      ],
      "name": "Mithil A Vakde",
      "sources": [
        {
          "sourceId": "person-mithil-a-vakde-identity-0",
          "text": "Verified kaggle account: mithilavakde"
        },
        {
          "sourceId": "person-mithil-a-vakde-fact-0",
          "text": "The Kaggle account mithilavakde publishes a model called mdlARC under the displayed name Mithil A Vakde."
        },
        {
          "sourceId": "person-mithil-a-vakde-roster-0",
          "text": "mithilavakde observed in Mithil A Vakde (arc-prize-2026-arc-agi-2, team 15486728) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        }
      ],
      "teamIds": [
        "15486728"
      ]
    },
    {
      "id": "keith-tyser",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15526034",
          "teamName": "ARC Raiders"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-12T10:04:19Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15508513",
          "teamName": "keithtyser"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-12T15:34:52Z",
          "lastObservedAt": "2026-10-16T21:50:59Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16447222",
          "teamName": "ARC Slayers"
        }
      ],
      "name": "Keith Tyser",
      "sources": [
        {
          "sourceId": "person-keith-tyser-identity-0",
          "text": "Verified kaggle account: keithtyser"
        },
        {
          "sourceId": "person-keith-tyser-identity-1",
          "text": "Verified x account: keithtyser"
        },
        {
          "sourceId": "person-keith-tyser-fact-0",
          "text": "Keith Tyser describes his work as AI/ML engineering and data science on his professional website."
        },
        {
          "sourceId": "person-keith-tyser-roster-0",
          "text": "keithtyser observed in ARC Raiders (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-keith-tyser-roster-1",
          "text": "keithtyser observed in keithtyser (arc-prize-2026-arc-agi-3, team 15508513) between 2026-10-09T18:53:27Z and 2026-10-12T10:04:19Z."
        },
        {
          "sourceId": "person-keith-tyser-roster-2",
          "text": "keithtyser observed in ARC Slayers (arc-prize-2026-arc-agi-3, team 16447222) between 2026-10-12T15:34:52Z and 2026-10-16T21:50:59Z."
        }
      ],
      "teamIds": [
        "15526034"
      ]
    },
    {
      "id": "dries-smit",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "driessmit1",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "16756524",
          "teamName": "Tufa Labs"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "driessmit1",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15486995",
          "teamName": "Tufa Labs"
        }
      ],
      "name": "Dries Smit",
      "sources": [
        {
          "sourceId": "person-dries-smit-identity-0",
          "text": "Verified kaggle account: driessmit1"
        },
        {
          "sourceId": "person-dries-smit-fact-0",
          "text": "Tufa Labs lists Dries Smit as an AI researcher working on reinforcement learning, multi-agent systems and large language models."
        },
        {
          "sourceId": "person-dries-smit-fact-1",
          "text": "ARC Prize lists Dries Smit as lead developer of StochasticGoose @ Tufa Labs, which won the 2025 ARC-AGI-3 Preview competition."
        },
        {
          "sourceId": "person-dries-smit-archive-0",
          "text": "ARC-AGI-3 Preview 2025 winner · StochasticGoose @ Tufa Labs"
        },
        {
          "sourceId": "person-dries-smit-archive-1",
          "text": "ARC Prize 2025 third place · MindsAI & Tufa Labs"
        },
        {
          "sourceId": "person-dries-smit-roster-0",
          "text": "driessmit1 observed in Tufa Labs (arc-prize-2026-arc-agi-2, team 16756524) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-dries-smit-roster-1",
          "text": "driessmit1 observed in Tufa Labs (arc-prize-2026-arc-agi-3, team 15486995) between 2026-10-09T18:53:27Z and 2026-10-17T09:52:12Z."
        }
      ],
      "teamIds": [
        "16756524"
      ]
    },
    {
      "id": "jeroen-cottaar",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "jeroencottaar",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "16756524",
          "teamName": "Tufa Labs"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "jeroencottaar",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15486995",
          "teamName": "Tufa Labs"
        }
      ],
      "name": "Jeroen Cottaar",
      "sources": [
        {
          "sourceId": "person-jeroen-cottaar-identity-0",
          "text": "Verified kaggle account: jeroencottaar"
        },
        {
          "sourceId": "person-jeroen-cottaar-fact-0",
          "text": "Tufa Labs lists Jeroen Cottaar as an AI researcher, with research interests including Bayesian inference and program synthesis."
        },
        {
          "sourceId": "person-jeroen-cottaar-roster-0",
          "text": "jeroencottaar observed in Tufa Labs (arc-prize-2026-arc-agi-2, team 16756524) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-jeroen-cottaar-roster-1",
          "text": "jeroencottaar observed in Tufa Labs (arc-prize-2026-arc-agi-3, team 15486995) between 2026-10-09T18:53:27Z and 2026-10-17T09:52:12Z."
        }
      ],
      "teamIds": [
        "16756524"
      ]
    },
    {
      "id": "jan-disselhoff",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "insanitycheck",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15507730",
          "teamName": "Jan Disselhoff"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "insanitycheck",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15501006",
          "teamName": "Jan Disselhoff"
        }
      ],
      "name": "Jan Disselhoff",
      "sources": [
        {
          "sourceId": "person-jan-disselhoff-identity-0",
          "text": "Verified kaggle account: insanitycheck"
        },
        {
          "sourceId": "person-jan-disselhoff-fact-0",
          "text": "The ARChitects’ own 2025 solution write-up credits Jan Disselhoff under the Kaggle handle insanitycheck, alongside David Hartmann (dvhrtm) and Daniel Franzen (dfranzen)."
        },
        {
          "sourceId": "person-jan-disselhoff-fact-1",
          "text": "The team’s 2025 technical report lists Jan Disselhoff at Johannes Gutenberg University Mainz."
        },
        {
          "sourceId": "person-jan-disselhoff-archive-0",
          "text": "ARC Prize 2025 runner-up · the ARChitects"
        },
        {
          "sourceId": "person-jan-disselhoff-archive-1",
          "text": "ARC Prize 2024 champion · the ARChitects"
        },
        {
          "sourceId": "person-jan-disselhoff-roster-0",
          "text": "insanitycheck observed in Jan Disselhoff (arc-prize-2026-arc-agi-2, team 15507730) between 2026-10-09T18:53:30Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-jan-disselhoff-roster-1",
          "text": "insanitycheck observed in Jan Disselhoff (arc-prize-2026-arc-agi-3, team 15501006) between 2026-10-09T18:53:27Z and 2026-10-17T09:52:12Z."
        }
      ],
      "teamIds": [
        "15507730"
      ]
    },
    {
      "id": "mike-knoop",
      "memberships": [],
      "name": "Mike Knoop",
      "sources": [
        {
          "sourceId": "person-mike-knoop-identity-0",
          "text": "Verified x account: mikeknoop"
        },
        {
          "sourceId": "person-mike-knoop-fact-0",
          "text": "ARC Prize’s official profile identifies Mike Knoop as a co-founder."
        },
        {
          "sourceId": "person-mike-knoop-archive-0",
          "text": "ARC Prize co-founder"
        }
      ],
      "teamIds": []
    },
    {
      "id": "isaiahp",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T22:23:52Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "pressman1",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15486995",
          "teamName": "Tufa Labs"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T22:23:53Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "pressman1",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "16756524",
          "teamName": "Tufa Labs"
        }
      ],
      "name": "Isaiah Pressman",
      "sources": [
        {
          "sourceId": "person-isaiahp-identity-0",
          "text": "Verified kaggle account: pressman1"
        },
        {
          "sourceId": "person-isaiahp-fact-0",
          "text": "ARC Prize’s 2025 results list MindsAI third; the final Kaggle leaderboard lists pressman1 (displayed as IsaiahP) on that MindsAI & Tufa Labs team with jcole75, driessmit1, moeosman and michaelhodel."
        },
        {
          "sourceId": "person-isaiahp-fact-1",
          "text": "IsaiahP’s pressman1 Kaggle profile links directly to GitHub IsaiahPressman and LinkedIn isaiah-pressman-b4b431221, confirming the full name Isaiah Pressman."
        },
        {
          "sourceId": "person-isaiahp-fact-2",
          "text": "Tufa describes Isaiah Pressman as a research engineer focused on self-play reinforcement learning and large-scale deep learning training."
        },
        {
          "sourceId": "person-isaiahp-fact-3",
          "text": "In his July 18, 2026 Tufa write-up, Isaiah Pressman reports first place in Kaggle’s Orbit Wars competition using self-play reinforcement learning."
        },
        {
          "sourceId": "person-isaiahp-archive-0",
          "text": "ARC Prize 2025 third place · MindsAI & Tufa Labs"
        },
        {
          "sourceId": "person-isaiahp-roster-0",
          "text": "pressman1 observed in Tufa Labs (arc-prize-2026-arc-agi-3, team 15486995) between 2026-10-09T22:23:52Z and 2026-10-17T09:52:12Z."
        },
        {
          "sourceId": "person-isaiahp-roster-1",
          "text": "pressman1 observed in Tufa Labs (arc-prize-2026-arc-agi-2, team 16756524) between 2026-10-09T22:23:53Z and 2026-10-17T09:52:13Z."
        }
      ],
      "teamIds": [
        "16756524"
      ]
    },
    {
      "id": "mark-barney",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-11T20:02:55Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "markbarney",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "17023174",
          "teamName": "Mark Barney"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-11T20:02:53Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "markbarney",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15605182",
          "teamName": "Son & Mark & Ronen"
        }
      ],
      "name": "Mark Barney",
      "sources": [
        {
          "sourceId": "person-mark-barney-identity-0",
          "text": "Verified kaggle account: markbarney"
        },
        {
          "sourceId": "person-mark-barney-roster-0",
          "text": "markbarney observed in Mark Barney (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-11T20:02:55Z and 2026-10-17T09:52:13Z."
        },
        {
          "sourceId": "person-mark-barney-roster-1",
          "text": "markbarney observed in Son & Mark & Ronen (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-17T09:52:12Z."
        }
      ],
      "teamIds": [
        "17023174"
      ]
    },
    {
      "id": "son-pham",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-11T20:02:55Z",
          "lastObservedAt": "2026-10-12T15:34:53Z",
          "memberHandle": "sonphamorg",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15605185",
          "teamName": "Son Pham"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-11T20:02:53Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "sonphamorg",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15605182",
          "teamName": "Son & Mark & Ronen"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-12T21:36:52Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "sonphamorg",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "17023174",
          "teamName": "Mark Barney"
        }
      ],
      "name": "Son Pham",
      "sources": [
        {
          "sourceId": "person-son-pham-identity-0",
          "text": "Verified kaggle account: sonphamorg"
        },
        {
          "sourceId": "person-son-pham-roster-0",
          "text": "sonphamorg observed in Son Pham (arc-prize-2026-arc-agi-2, team 15605185) between 2026-10-11T20:02:55Z and 2026-10-12T15:34:53Z."
        },
        {
          "sourceId": "person-son-pham-roster-1",
          "text": "sonphamorg observed in Son & Mark & Ronen (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-17T09:52:12Z."
        },
        {
          "sourceId": "person-son-pham-roster-2",
          "text": "sonphamorg observed in Mark Barney (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-12T21:36:52Z and 2026-10-17T09:52:13Z."
        }
      ],
      "teamIds": [
        "17023174"
      ]
    },
    {
      "id": "darragh-hanley",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "darraghdog",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15770880",
          "teamName": "NVARC3"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-13T17:12:23Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "darraghdog",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15486939",
          "teamName": "nvbanana"
        }
      ],
      "name": "Darragh Hanley",
      "sources": [
        {
          "sourceId": "person-darragh-hanley-identity-0",
          "text": "Verified kaggle account: darraghdog"
        },
        {
          "sourceId": "person-darragh-hanley-identity-1",
          "text": "Verified x account: gonedarragh"
        },
        {
          "sourceId": "person-darragh-hanley-fact-0",
          "text": "Darragh’s Kaggle profile links to his GitHub profile, which displays the full name Darragh Hanley."
        },
        {
          "sourceId": "person-darragh-hanley-fact-1",
          "text": "NVIDIA describes Darragh Hanley as a senior LLM technologist working on autonomous reasoning and multi-agent collaboration, and a Kaggle Grandmaster with a peak worldwide rank of fourth."
        },
        {
          "sourceId": "person-darragh-hanley-roster-0",
          "text": "darraghdog observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-13T17:12:19Z and 2026-10-17T09:52:12Z."
        },
        {
          "sourceId": "person-darragh-hanley-roster-1",
          "text": "darraghdog observed in nvbanana (arc-prize-2026-arc-agi-2, team 15486939) between 2026-10-13T17:12:23Z and 2026-10-17T09:52:13Z."
        }
      ],
      "teamIds": [
        "15486939"
      ]
    },
    {
      "id": "stefano-viel",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-17T09:52:12Z",
          "memberHandle": "stefano1283",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15486995",
          "teamName": "Tufa Labs"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-13T17:12:23Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "stefano1283",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "16756524",
          "teamName": "Tufa Labs"
        }
      ],
      "name": "Stefano Viel",
      "sources": [
        {
          "sourceId": "person-stefano-viel-identity-0",
          "text": "Verified kaggle account: stefano1283"
        },
        {
          "sourceId": "person-stefano-viel-identity-1",
          "text": "Verified x account: Stefan0Vl"
        },
        {
          "sourceId": "person-stefano-viel-fact-0",
          "text": "Stefano Viel’s Kaggle profile lists him as a research scientist at Tufa Labs and links to his GitHub, LinkedIn and X accounts."
        },
        {
          "sourceId": "person-stefano-viel-fact-1",
          "text": "Tufa’s biography says Stefano Viel earned a master’s in data science at EPFL; his stated research interests include reinforcement learning, environment design and synthetic data."
        },
        {
          "sourceId": "person-stefano-viel-roster-0",
          "text": "stefano1283 observed in Tufa Labs (arc-prize-2026-arc-agi-3, team 15486995) between 2026-10-13T17:12:19Z and 2026-10-17T09:52:12Z."
        },
        {
          "sourceId": "person-stefano-viel-roster-1",
          "text": "stefano1283 observed in Tufa Labs (arc-prize-2026-arc-agi-2, team 16756524) between 2026-10-13T17:12:23Z and 2026-10-17T09:52:13Z."
        }
      ],
      "teamIds": [
        "16756524"
      ]
    },
    {
      "id": "itsu",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-14T09:44:10Z",
          "lastObservedAt": "2026-10-16T21:51:01Z",
          "memberHandle": "nisshokuitsuki",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "16297545",
          "teamName": "Muggle"
        }
      ],
      "name": "イツ (Itsu)",
      "sources": [
        {
          "sourceId": "person-itsu-identity-0",
          "text": "Verified kaggle account: nisshokuitsuki"
        },
        {
          "sourceId": "person-itsu-identity-1",
          "text": "Verified x account: iiiiitsu_ne"
        },
        {
          "sourceId": "person-itsu-roster-0",
          "text": "nisshokuitsuki observed in Muggle (arc-prize-2026-arc-agi-2, team 16297545) between 2026-10-14T09:44:10Z and 2026-10-16T21:51:01Z."
        }
      ],
      "teamIds": []
    },
    {
      "id": "dawid-kopiczko",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-14T09:44:09Z",
          "memberHandle": "dawkopi",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16439788",
          "teamName": "Dawid Kopiczko"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-14T09:44:10Z",
          "lastObservedAt": "2026-10-17T09:52:13Z",
          "memberHandle": "dawkopi",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "16461211",
          "teamName": "Dawid Kopiczko"
        }
      ],
      "name": "Dawid Kopiczko",
      "sources": [
        {
          "sourceId": "person-dawid-kopiczko-identity-0",
          "text": "Verified kaggle account: dawkopi"
        },
        {
          "sourceId": "person-dawid-kopiczko-identity-1",
          "text": "Verified x account: dawkopi"
        },
        {
          "sourceId": "person-dawid-kopiczko-roster-0",
          "text": "dawkopi observed in Dawid Kopiczko (arc-prize-2026-arc-agi-3, team 16439788) between 2026-10-14T09:44:09Z and 2026-10-14T09:44:09Z."
        },
        {
          "sourceId": "person-dawid-kopiczko-roster-1",
          "text": "dawkopi observed in Dawid Kopiczko (arc-prize-2026-arc-agi-2, team 16461211) between 2026-10-14T09:44:10Z and 2026-10-17T09:52:13Z."
        }
      ],
      "teamIds": [
        "16461211"
      ]
    },
    {
      "id": "geremie-yeo",
      "memberships": [],
      "name": "Geremie Yeo",
      "sources": [
        {
          "sourceId": "person-geremie-yeo-identity-0",
          "text": "Verified kaggle account: yeoyunsianggeremie"
        },
        {
          "sourceId": "person-geremie-yeo-identity-1",
          "text": "Verified x account: bogoconic1"
        }
      ],
      "teamIds": []
    }
  ],
  "scoreHistory": {
    "15486728": [
      [
        "2026-10-08T02:12:40Z",
        33.89,
        25
      ],
      [
        "2026-10-08T02:42:42Z",
        33.89,
        26
      ],
      [
        "2026-10-08T19:50:39Z",
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      "visibility": "public",
      "whyItMatters": "Consequential organizer result. Separate from Kaggle standings. Standard-harness API incompletion is essential context; primary results introduction says 91.2% on v2 while its table and announcement say 91.3%."
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