{
  "accessedAt": "2026-10-28T22:00:28Z",
  "articleId": "2026-10-28-evening-arc-3",
  "baselineSnapshot": {
    "bronze": 31.02,
    "gold": 38.22,
    "silver": 32.34,
    "t": "2026-10-27T21:46:23Z",
    "teams": 4913,
    "top": 75.56
  },
  "baselineTargetAt": "2026-10-27T22:00:00Z",
  "briefSha256": "1253c8cbf4add92e4ace32a2adbdae85a4216e3cc58cc3fc132b9300db4efeac",
  "closingSnapshot": {
    "bronze": 31.13,
    "gold": 38.22,
    "silver": 32.43,
    "t": "2026-10-28T21:49:27Z",
    "teams": 4944,
    "top": 75.56
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  "comparisons": {
    "15486995": {
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        "2026-10-28T21:49:27Z",
        68.91,
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      ],
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        "2026-10-25T07:03:54Z",
        68.91,
        2
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        "2026-10-28T21:49:27Z",
        75.56,
        1
      ],
      "start": [
        "2026-10-27T06:14:10Z",
        75.56,
        1
      ]
    },
    "15605182": {
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        "2026-10-28T21:49:27Z",
        56.02,
        3
      ],
      "start": [
        "2026-10-24T06:10:13Z",
        56.02,
        3
      ]
    },
    "15770880": {
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        "2026-10-28T21:49:27Z",
        48.84,
        7
      ],
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        "2026-10-26T10:11:50Z",
        48.84,
        6
      ]
    },
    "16021367": {
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        "2026-10-28T21:49:27Z",
        51.51,
        4
      ],
      "start": null
    },
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        "2026-10-28T21:49:27Z",
        41.03,
        12
      ],
      "start": null
    },
    "16132261": {
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        "2026-10-28T21:49:27Z",
        45.41,
        10
      ],
      "start": [
        "2026-10-23T11:22:33Z",
        45.41,
        9
      ]
    },
    "16153655": {
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        "2026-10-28T21:49:27Z",
        50.37,
        6
      ],
      "start": [
        "2026-10-25T07:03:54Z",
        50.37,
        5
      ]
    },
    "16371045": {
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        "2026-10-28T21:49:27Z",
        37.07,
        30
      ],
      "start": [
        "2026-10-27T03:43:53Z",
        37.07,
        30
      ]
    },
    "16490178": {
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        "2026-10-28T21:49:27Z",
        47.19,
        8
      ],
      "start": [
        "2026-10-26T10:11:50Z",
        47.19,
        7
      ]
    },
    "16569113": {
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        46.82,
        9
      ],
      "start": [
        "2026-10-26T10:11:50Z",
        46.82,
        8
      ]
    },
    "16639523": {
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        "2026-10-28T21:49:27Z",
        35.65,
        52
      ],
      "start": [
        "2026-10-27T20:16:08Z",
        32.99,
        175
      ]
    },
    "16760837": {
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        "2026-10-28T21:49:27Z",
        51.04,
        5
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      "start": null
    },
    "16853937": {
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        "2026-10-28T21:49:27Z",
        34.38,
        75
      ],
      "start": [
        "2026-10-27T20:16:08Z",
        33.01,
        173
      ]
    },
    "16916278": {
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        "2026-10-28T21:49:27Z",
        33.85,
        103
      ],
      "start": [
        "2026-10-27T20:16:08Z",
        32.76,
        197
      ]
    },
    "16993850": {
      "end": [
        "2026-10-28T21:49:27Z",
        35.67,
        51
      ],
      "start": [
        "2026-10-27T20:16:08Z",
        33.57,
        112
      ]
    },
    "17027453": {
      "end": [
        "2026-10-28T21:49:27Z",
        34.66,
        67
      ],
      "start": [
        "2026-10-27T20:16:08Z",
        32.69,
        207
      ]
    },
    "17062789": {
      "end": [
        "2026-10-28T21:49:27Z",
        36.29,
        38
      ],
      "start": [
        "2026-10-27T20:16:08Z",
        33.76,
        97
      ]
    }
  },
  "competitorFacts": [
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15486995-0",
      "sourceTitle": "ARC Prize — ARC-AGI-3 Milestone 1 results",
      "sourceUrl": "https://arcprize.org/blog/arc-prize-2026-milestone-1",
      "teamId": "15486995",
      "text": "ARC Prize named Tufa Labs and its Duck agent the first-place open-source solution for the June 2026 ARC-AGI-3 Milestone 1 prize."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15486995-1",
      "sourceTitle": "Tufa Labs — Duck Harness technical overview",
      "sourceUrl": "https://tufalabs.ai/research/duck-harness/",
      "teamId": "15486995",
      "text": "Tufa Labs says its public Duck harness lets an LLM inspect game grids as image and text, write Python in a REPL, and keep context short by evicting older messages. This describes the published Milestone 1 system, not an unverified current submission."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15486995-2",
      "sourceTitle": "Tufa Labs — team profiles",
      "sourceUrl": "https://tufalabs.ai/team/",
      "teamId": "15486995",
      "text": "Tufa Labs lists Dries Smit, Isaiah Pressman and Jeroen Cottaar among its AI researchers, with research interests spanning reinforcement learning, self-play and Bayesian methods."
    },
    {
      "checkedAt": "2026-10-09T17:16:30Z",
      "sourceId": "fact-15486995-3",
      "sourceTitle": "Tufa Labs — October 9 public competition post",
      "sourceUrl": "https://x.com/tufalabs/status/2108463895128269084",
      "teamId": "15486995",
      "text": "On October 9, 2026, Tufa Labs described a temporary setback in a public X post and said it remained dedicated to crushing competitors with overwhelming resources and compute."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15499660-0",
      "sourceTitle": "Yi-Chia Chen — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/threerabbits",
      "teamId": "15499660",
      "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."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15499660-1",
      "sourceTitle": "Yi-Chia Chen — Eedi third-place solution write-up",
      "sourceUrl": "https://www.kaggle.com/competitions/eedi-mining-misconceptions-in-mathematics/writeups/waseda-pochi-3rd-place-solution-with-magic-boost",
      "teamId": "15499660",
      "text": "Yi-Chia Chen authored a Kaggle write-up for a third-place solution in Eedi — Mining Misconceptions in Mathematics."
    },
    {
      "checkedAt": "2026-10-09T17:16:30Z",
      "sourceId": "fact-15499660-2",
      "sourceTitle": "Yi-Chia Chen — public Kaggle profile and avatar",
      "sourceUrl": "https://www.kaggle.com/threerabbits",
      "teamId": "15499660",
      "text": "Yi-Chia Chen’s public Kaggle account is threerabbits. The profile lists she/her pronouns and displays an avatar of two rabbits."
    },
    {
      "checkedAt": "2026-10-18T19:16:05.370354Z",
      "sourceId": "fact-15605182-0",
      "sourceTitle": "ARC-3 observed public roster",
      "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
      "teamId": "15605182",
      "text": "The public roster now lists all seven accounts together under Team Turducken. This confirms the combined entry, not its exact merger time or any new score gain."
    },
    {
      "checkedAt": "2026-10-19T18:01:43.005825Z",
      "sourceId": "fact-15605182-1",
      "sourceTitle": "Separate ARC2 and ARC3 team entries — dated public roster evidence",
      "sourceUrl": "https://arc.markbarney.net/reports/arc-daily-gossip/2026-10-19-arc-mutants-public-rosters.json",
      "teamId": "15605182",
      "text": "On 19 October 2026, Mark Barney announced Jack Cole joining ARC Mutants for ARC-AGI-2. The public ARC2 roster lists jcole75, markbarney, scizical and sonphamorg under team 17023174. Team Turducken (ARC-AGI-3 team 15605182) is a separate entry; this announcement does not add Jack to that ARC3 team."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-15770880-0",
      "sourceTitle": "NVIDIA — 2025 NVARC competition report",
      "sourceUrl": "https://developer.nvidia.com/blog/nvidia-kaggle-grandmasters-win-artificial-general-intelligence-competition/",
      "teamId": "15770880",
      "text": "NVIDIA’s December 2025 report identifies Ivan Sorokin and Jean-Francois Puget as NVIDIA researchers who competed as NVARC in the 2025 ARC Prize."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-15770880-1",
      "sourceTitle": "NVARC — 2025 team write-up",
      "sourceUrl": "https://www.kaggle.com/competitions/arc-prize-2025/writeups/nvarc",
      "teamId": "15770880",
      "text": "The 2025 NVARC team write-up credits sorokin and cpmpml. Both handles appear in the observed roster of the distinct 2026 NVARC3 entry. This does not establish an affiliation for every current member."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15770880-2",
      "sourceTitle": "NVIDIA — 2025 NVARC solution report",
      "sourceUrl": "https://developer.nvidia.com/blog/nvidia-kaggle-grandmasters-win-artificial-general-intelligence-competition/",
      "teamId": "15770880",
      "text": "NVIDIA describes the separate 2025 NVARC ARC-AGI-2 solution as using synthetic data generation, test-time training and a fine-tuned 4B model. This is historical background, not a claim about the 2026 NVARC3 agent."
    },
    {
      "checkedAt": "2026-10-09T03:23:31Z",
      "sourceId": "fact-15770880-3",
      "sourceTitle": "Jean-François Puget — public professional profile",
      "sourceUrl": "https://github.com/jfpuget",
      "teamId": "15770880",
      "text": "Jean-François Puget’s public GitHub profile identifies him as CPMP and links directly to the Kaggle account cpmpml."
    },
    {
      "checkedAt": "2026-10-09T03:23:31Z",
      "sourceId": "fact-15770880-4",
      "sourceTitle": "NVIDIA — Jean-Francois Puget author biography",
      "sourceUrl": "https://developer.nvidia.com/blog/author/jeanfrancoispuget/",
      "teamId": "15770880",
      "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."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-0",
      "sourceTitle": "Lukas Aichberger — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/lukasaichberger",
      "teamId": "16021367",
      "text": "The rostered lukasaichberger Kaggle profile identifies its owner as Lukas Aichberger and links to his research website."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-1",
      "sourceTitle": "JKU — Lukas Aichberger research profile",
      "sourceUrl": "https://research.jku.at/en/persons/lukas-aichberger/",
      "teamId": "16021367",
      "text": "Johannes Kepler University Linz lists Lukas Aichberger at its Institute for Machine Learning and credits him on research about reasoning models and uncertainty evaluation."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-2",
      "sourceTitle": "fses91 — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/fses91",
      "teamId": "16021367",
      "text": "Another rostered account, fses91, describes itself on Kaggle only as Florian; the public profile does not establish a surname."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-3",
      "sourceTitle": "Mykyta Ielanskyi — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/dwellement0baser",
      "teamId": "16021367",
      "text": "The rostered dwellement0baser Kaggle profile identifies its owner as Mykyta Ielanskyi."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-4",
      "sourceTitle": "JKU — Mykyta Ielanskyi research profile",
      "sourceUrl": "https://research.jku.at/en/persons/mykyta-ielanskyi/",
      "teamId": "16021367",
      "text": "Johannes Kepler University Linz lists Mykyta Ielanskyi at its Institute for Machine Learning. Its research record credits him and Lukas Aichberger together on a 2026 paper about reward redistribution for reasoning models."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-16032816-0",
      "sourceTitle": "The ARChitects — 2025 team solution",
      "sourceUrl": "https://www.kaggle.com/competitions/arc-prize-2025/writeups/the-architects-solution-2025",
      "teamId": "16032816",
      "text": "The ARChitects’ own 2025 solution write-up credits David Hartmann under the Kaggle handle dvhrtm, alongside Jan Disselhoff (insanitycheck) and Daniel Franzen (dfranzen)."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-16032816-1",
      "sourceTitle": "The ARChitects — 2025 technical report",
      "sourceUrl": "https://lambdalabsml.github.io/ARC2025_Solution_by_the_ARChitects/",
      "teamId": "16032816",
      "text": "The team’s 2025 technical report lists David Hartmann at Lambda, Inc."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-0",
      "sourceTitle": "Richard Csaky — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/richardcsaky",
      "teamId": "16132261",
      "text": "The rostered richardcsaky Kaggle profile displays the name Richard Csaky."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-1",
      "sourceTitle": "Artificial Agency Lab — research and ARC-AGI-3 project",
      "sourceUrl": "https://artificialagencylab.com/",
      "teamId": "16132261",
      "text": "Artificial Agency Lab says it built an ARC-AGI-3 agent combining structured grids and image observations with persistent context updates, keeping model weights fixed; it reports an eighth-place June milestone result."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-2",
      "sourceTitle": "Manifund — Artificial Agency ARC-AGI-3 project proposal",
      "sourceUrl": "https://manifund.org/projects/4-month-proof-of-concept-for-curiosity-driven-agents-on-arc-agi-3",
      "teamId": "16132261",
      "text": "A public ARC-AGI-3 project proposal names Richard Csaky as research lead and Côme Chevalier for engineering. The proposal describes an intended curiosity-driven proof of concept, not a verified method of the current Kaggle submission."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-3",
      "sourceTitle": "Richard Csaky — ARC-AGI-3 Milestone 2 notebook",
      "sourceUrl": "https://www.kaggle.com/code/richardcsaky/arc-agi-3-milestone-2-submission",
      "teamId": "16132261",
      "text": "Richard Csaky’s Kaggle account published an “ARC-AGI-3 milestone 2 submission” notebook."
    },
    {
      "checkedAt": "2026-10-14T10:07:47.955742+00:00",
      "sourceId": "fact-16132261-4",
      "sourceTitle": "Artificial Agency Lab — own research and account links",
      "sourceUrl": "https://artificialagencylab.com/",
      "teamId": "16132261",
      "text": "Artificial Agency Lab’s own site links Richard Csaky to @ricsinaruto and its September 30 ARC-AGI-3 submission; its dated historical methods do not identify the method behind the October 14 score event."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16153655-0",
      "sourceTitle": "Michael — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/michaeltgao",
      "teamId": "16153655",
      "text": "The sole rostered michaeltgao Kaggle account displays the public name Michael; the profile does not establish a surname."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16371045-0",
      "sourceTitle": "Lord Han Solo — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/lordhansolo",
      "teamId": "16371045",
      "text": "The Kaggle account and team both use the public name Lord Han Solo. The profile itself does not supply a verified personal name."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16371045-1",
      "sourceTitle": "Lord Han Solo — Milestone 2 Kaggle notebook",
      "sourceUrl": "https://www.kaggle.com/code/lordhansolo/built-on-tufa-labs-duck-harness-milestone-2",
      "teamId": "16371045",
      "text": "Lord Han Solo published a Kaggle notebook titled “Built on Tufa Labs duck harness - Milestone 2,” explicitly crediting that earlier public harness in the notebook title."
    },
    {
      "checkedAt": "2026-10-13T03:23:30.256145+00:00",
      "sourceId": "fact-16371045-2",
      "sourceTitle": "ARC Prize — Lord Han Solo official participant credit",
      "sourceUrl": "https://x.com/arcprize/status/2105737439700787646",
      "teamId": "16371045",
      "text": "ARC Prize announced Lord Han Solo as second-place qualifying open-source ARC-AGI-3 Milestone 2 prize winner and directly linked the Kaggle profile lordhansolo."
    },
    {
      "checkedAt": "2026-10-12T19:02:36Z",
      "sourceId": "fact-16569113-0",
      "sourceTitle": "PunkCyber — public team-identification reply to the ARC Daily Digest",
      "sourceUrl": "https://x.com/cunkpyber/status/2109599257980555583",
      "teamId": "16569113",
      "text": "PunkCyber (@cunkpyber) identifies 復活の混テキスト as their team in a public reply to the ARC Daily Digest."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16569113-1",
      "sourceTitle": "Tanaka Ai24 — ARC-AGI-3 Kaggle notebook",
      "sourceUrl": "https://www.kaggle.com/code/tanakaai24/arc3-qwen3-6-duck-lb117-safety-v1",
      "teamId": "16569113",
      "text": "Roster member tanakaai24 has published a Kaggle ARC-AGI-3 notebook titled “ARC3 Qwen3.6 Duck LB117 Safety V1.” Its title alone does not establish the method behind the team’s current score."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16569113-2",
      "sourceTitle": "Tanaka Ai24 — ARC-AGI-3 Pathfinder notebook",
      "sourceUrl": "https://www.kaggle.com/code/tanakaai24/arc-agi-3-pathfinder-v2",
      "teamId": "16569113",
      "text": "The same Kaggle account has also published “ARC-AGI-3 Pathfinder v2,” another public notebook about the contest."
    }
  ],
  "cutoffAt": "2026-10-28T22:00:00Z",
  "discussionThreads": [
    {
      "author": "ravi20076",
      "authorName": "Ravi Ramakrishnan",
      "bodyRead": true,
      "checkedAt": "2026-10-27T12:07:34.919401+00:00",
      "commentCount": 62,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "751598",
      "latestActivityAt": "2026-10-27T11:30:34Z",
      "personIds": [
        "son-pham"
      ],
      "postedAt": "2026-10-22T05:47:45Z",
      "reason": "New substantive public extension request and fairness response read in Newest view and verified logged out. Header shows 62 comments; count discrepancies across surfaces remain. Competitor proposals are not organizer policy.",
      "sourceId": "discussion-arc-3-751598",
      "summary": "On October 27, CPMP asks whether a competition extension is being discussed, citing repeated lost submissions. Grigoriy Zatravkin questions claims that all notebooks were affected and argues that reruns alone cannot restore the lost opportunity to learn from scores and adjust agents. Earlier, Huynh asked that affected nonzero scores be considered and Son Pham accepted the fairness point. The latest read Kaggle staff statement remains Cruz’s October 26 broader-investigation/capacity warning; earlier October 24 engineer replies confirm some rescores had begun. No extension decision, complete eligibility policy or new all-clear appears in this focused read.",
      "title": "Scoring 0 possibly due to dataset loading issues",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/751598",
      "visibility": "public"
    },
    {
      "author": "pathik1511",
      "authorName": "Pathik Patel",
      "bodyRead": true,
      "checkedAt": "2026-10-27T09:20:56.541Z",
      "commentCount": 4,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "753007",
      "latestActivityAt": "2026-10-26T23:44:45+00:00",
      "personIds": [],
      "postedAt": "2026-10-26T22:33:31Z",
      "reason": "Root and author follow-ups now verified without login; narrower limit on a previously archived workaround.",
      "sourceId": "discussion-arc-3-753007",
      "summary": "Pathik Patel reports that extending his server-startup allowance recovered a run from zero to about twenty-nine. In now-public follow-ups he concedes the workaround prevents a zero but does not restore gameplay time lost to slow loading. Other participants raise that time-budget concern. This is an attributed recovery claim, not a desk reproduction or universal remedy. His advice to send IDs conflicts with Cruz’s newer request to hold off.",
      "title": "Healthy runs scoring 0.00 this week? It's the server-startup deadline (one-line fix)",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/753007",
      "visibility": "public"
    },
    {
      "author": "amr0ny",
      "authorName": "alex",
      "bodyRead": true,
      "checkedAt": "2026-10-27T09:21:02.821Z",
      "commentCount": 4,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "752835",
      "latestActivityAt": "2026-10-26T20:14:06+00:00",
      "personIds": [],
      "postedAt": "2026-10-26T14:30:12Z",
      "reason": "Root and staff fix verified without login.",
      "sourceId": "discussion-arc-3-752835",
      "summary": "alex reports registration closed before the displayed October 26 entry deadline. Kaggle staff María Cruz replies at October 26 20:14 UTC that the issue has been fixed and the named users should now be able to enter. A resolved entry-access incident, not a change to the final submission deadline.",
      "title": "Entry closed before the published deadline — unable to join",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/752835",
      "visibility": "public"
    }
  ],
  "editorialIntake": [
    {
      "id": "oct28-evening-broader-arc-trends",
      "title": "Special evening lead: The gaps hiding under ARC-1’s ceiling"
    }
  ],
  "events": [
    {
      "from": 28.98,
      "id": "17186654",
      "name": "失忆的海_",
      "rankFrom": 1069,
      "rankTo": 424,
      "t": "2026-10-27T22:16:27Z",
      "to": 31.33
    },
    {
      "from": 27.55,
      "id": "15538649",
      "name": "Henry Javier",
      "rankFrom": 1425,
      "rankTo": 334,
      "t": "2026-10-27T22:46:31Z",
      "to": 31.8
    },
    {
      "from": 28.65,
      "id": "17193930",
      "name": "1m0ke",
      "rankFrom": 1158,
      "rankTo": 400,
      "t": "2026-10-27T23:46:39Z",
      "to": 31.46
    },
    {
      "from": 27.98,
      "id": "17177959",
      "name": "SI",
      "rankFrom": 1333,
      "rankTo": 437,
      "t": "2026-10-28T00:16:43Z",
      "to": 31.28
    },
    {
      "from": 30.79,
      "id": "15572042",
      "name": "C R Suthikshn Kumar",
      "rankFrom": 555,
      "rankTo": 63,
      "t": "2026-10-28T01:16:51Z",
      "to": 34.64
    },
    {
      "from": 32.76,
      "id": "16916278",
      "name": "Charles Ran",
      "rankFrom": 198,
      "rankTo": 94,
      "t": "2026-10-28T01:46:55Z",
      "to": 33.85
    },
    {
      "from": 30.4,
      "id": "16863500",
      "name": "崔洧瑄",
      "rankFrom": 665,
      "rankTo": 330,
      "t": "2026-10-28T02:16:59Z",
      "to": 31.82
    },
    {
      "from": 50.69,
      "id": "16021367",
      "name": "the last dance 🕺",
      "rankFrom": 4,
      "rankTo": 4,
      "t": "2026-10-28T02:47:04Z",
      "to": 51.51
    },
    {
      "from": 44.54,
      "id": "16760837",
      "name": "yktori",
      "rankFrom": 11,
      "rankTo": 5,
      "t": "2026-10-28T03:17:07Z",
      "to": 51.04
    },
    {
      "from": null,
      "id": "16961206",
      "name": "Artem Arutyunov",
      "rankFrom": null,
      "rankTo": 444,
      "t": "2026-10-28T03:47:11Z",
      "to": 31.26
    },
    {
      "from": 38.85,
      "id": "16032816",
      "name": "The ARChitects",
      "rankFrom": 17,
      "rankTo": 12,
      "t": "2026-10-28T04:17:14Z",
      "to": 41.03
    },
    {
      "from": 30.34,
      "id": "16548313",
      "name": "Scott Le Grand",
      "rankFrom": 686,
      "rankTo": 479,
      "t": "2026-10-28T05:17:21Z",
      "to": 31.12
    },
    {
      "from": 26.25,
      "id": "16780685",
      "name": "ikevayansky",
      "rankFrom": 1685,
      "rankTo": 427,
      "t": "2026-10-28T07:47:37Z",
      "to": 31.34
    },
    {
      "from": 29.79,
      "id": "15531604",
      "name": "panda__MB__maximus",
      "rankFrom": 850,
      "rankTo": 391,
      "t": "2026-10-28T08:17:40Z",
      "to": 31.54
    },
    {
      "from": 33.57,
      "id": "16993850",
      "name": "rutilo",
      "rankFrom": 114,
      "rankTo": 50,
      "t": "2026-10-28T09:17:46Z",
      "to": 35.67
    },
    {
      "from": 28.42,
      "id": "17145682",
      "name": "Muku",
      "rankFrom": 1226,
      "rankTo": 63,
      "t": "2026-10-28T09:17:46Z",
      "to": 34.89
    },
    {
      "from": 32.69,
      "id": "17027453",
      "name": "kimchikingdom",
      "rankFrom": 208,
      "rankTo": 65,
      "t": "2026-10-28T09:17:46Z",
      "to": 34.66
    },
    {
      "from": 30.51,
      "id": "17024432",
      "name": "carbonapi",
      "rankFrom": 635,
      "rankTo": 81,
      "t": "2026-10-28T09:17:46Z",
      "to": 34.14
    },
    {
      "from": 30.59,
      "id": "15508135",
      "name": "Team Blackbox",
      "rankFrom": 612,
      "rankTo": 98,
      "t": "2026-10-28T09:17:46Z",
      "to": 33.86
    },
    {
      "from": 31.66,
      "id": "16480531",
      "name": "tyz123456",
      "rankFrom": 361,
      "rankTo": 178,
      "t": "2026-10-28T09:17:46Z",
      "to": 33.03
    },
    {
      "from": 29.04,
      "id": "16352344",
      "name": "PSUT MindX",
      "rankFrom": 1067,
      "rankTo": 229,
      "t": "2026-10-28T09:17:46Z",
      "to": 32.56
    },
    {
      "from": 29.77,
      "id": "16806079",
      "name": "Sathwik Chinthakayala",
      "rankFrom": 854,
      "rankTo": 330,
      "t": "2026-10-28T09:17:46Z",
      "to": 31.84
    },
    {
      "from": 29.33,
      "id": "16974097",
      "name": "Gabriel Pacheco",
      "rankFrom": 978,
      "rankTo": 387,
      "t": "2026-10-28T09:17:46Z",
      "to": 31.58
    },
    {
      "from": 0.16,
      "id": "17023400",
      "name": "xthixsl_ml",
      "rankFrom": 3785,
      "rankTo": 461,
      "t": "2026-10-28T09:17:46Z",
      "to": 31.22
    },
    {
      "from": 1.26,
      "id": "15594093",
      "name": "yuki matsumori",
      "rankFrom": 2538,
      "rankTo": 143,
      "t": "2026-10-28T10:17:53Z",
      "to": 33.28
    },
    {
      "from": 33.76,
      "id": "17062789",
      "name": "ETHAN KOH",
      "rankFrom": 104,
      "rankTo": 38,
      "t": "2026-10-28T10:47:57Z",
      "to": 36.29
    },
    {
      "from": 32.99,
      "id": "16639523",
      "name": "Rogers Johnson",
      "rankFrom": 183,
      "rankTo": 52,
      "t": "2026-10-28T12:48:10Z",
      "to": 35.65
    },
    {
      "from": 31.26,
      "id": "16961206",
      "name": "Artem Arutyunov",
      "rankFrom": 453,
      "rankTo": 85,
      "t": "2026-10-28T13:18:13Z",
      "to": 34.12
    },
    {
      "from": 29.08,
      "id": "16701696",
      "name": "Rikito Kanda",
      "rankFrom": 1069,
      "rankTo": 276,
      "t": "2026-10-28T13:48:17Z",
      "to": 32.17
    },
    {
      "from": 30.36,
      "id": "16936999",
      "name": "Bon Intelli",
      "rankFrom": 691,
      "rankTo": 396,
      "t": "2026-10-28T13:48:17Z",
      "to": 31.56
    },
    {
      "from": 30.05,
      "id": "17018984",
      "name": "RUBlevka",
      "rankFrom": 778,
      "rankTo": 401,
      "t": "2026-10-28T13:48:17Z",
      "to": 31.54
    },
    {
      "from": 29.91,
      "id": "15895561",
      "name": "TY.Yang",
      "rankFrom": 829,
      "rankTo": 479,
      "t": "2026-10-28T15:48:37Z",
      "to": 31.17
    },
    {
      "from": 33.01,
      "id": "16853937",
      "name": "NIMI",
      "rankFrom": 183,
      "rankTo": 75,
      "t": "2026-10-28T16:18:43Z",
      "to": 34.38
    },
    {
      "from": 28.28,
      "id": "17073998",
      "name": "hl Cao",
      "rankFrom": 1284,
      "rankTo": 151,
      "t": "2026-10-28T16:18:43Z",
      "to": 33.26
    },
    {
      "from": 31,
      "id": "17206222",
      "name": "Dheeraj Sharma",
      "rankFrom": 520,
      "rankTo": 243,
      "t": "2026-10-28T16:18:43Z",
      "to": 32.47
    },
    {
      "from": 29.33,
      "id": "16542083",
      "name": "Kunal Desale",
      "rankFrom": 995,
      "rankTo": 271,
      "t": "2026-10-28T16:18:43Z",
      "to": 32.24
    },
    {
      "from": 29.66,
      "id": "17013454",
      "name": "DENIL I",
      "rankFrom": 902,
      "rankTo": 274,
      "t": "2026-10-28T16:18:43Z",
      "to": 32.23
    },
    {
      "from": 30.24,
      "id": "16694368",
      "name": "easonyanyan",
      "rankFrom": 728,
      "rankTo": 261,
      "t": "2026-10-28T18:49:02Z",
      "to": 32.3
    },
    {
      "from": 29.11,
      "id": "17202672",
      "name": "42",
      "rankFrom": 1066,
      "rankTo": 198,
      "t": "2026-10-28T19:49:09Z",
      "to": 32.81
    },
    {
      "from": 31.79,
      "id": "17045840",
      "name": "Bots",
      "rankFrom": 355,
      "rankTo": 163,
      "t": "2026-10-28T20:49:20Z",
      "to": 33.19
    },
    {
      "from": 29.39,
      "id": "15707928",
      "name": "Michael Poluektov",
      "rankFrom": 987,
      "rankTo": 255,
      "t": "2026-10-28T21:19:24Z",
      "to": 32.36
    }
  ],
  "frontPageFeatureId": "2026-10-28-beyond-arc1-ceiling",
  "intakeReview": [
    {
      "disposition": "covered",
      "id": "wire-2026-10-28-0941-arc-3-fshindo-falls-out-of-gold",
      "reason": "Developed and cited with the closing comparison or feature placement."
    },
    {
      "disposition": "not-selected",
      "id": "wire-2026-10-28-1241-arc-3-muku-climbs-to-sixty-fifth",
      "reason": "Earlier report retained in its archive; closing recap prioritizes the feature and strongest verified closing moves."
    },
    {
      "disposition": "not-selected",
      "id": "wire-2026-10-28-1603-arc-3-artem-arutyunov-enters-top-hundred",
      "reason": "Earlier report retained in its archive; closing recap prioritizes the feature and strongest verified closing moves."
    },
    {
      "disposition": "not-selected",
      "id": "dispatch-2026-10-28-mostik-investigation",
      "reason": "Earlier report retained in its archive; closing recap prioritizes the feature and strongest verified closing moves."
    },
    {
      "disposition": "covered",
      "id": "dispatch-2026-10-28-beyond-arc1-ceiling",
      "reason": "Developed and cited with the closing comparison or feature placement."
    },
    {
      "disposition": "covered",
      "id": "editorial-oct28-evening-broader-arc-trends",
      "reason": "Protected full front-page feature reservation, substantive lead citation and approved conceptual cover preserved."
    }
  ],
  "latestAt": "2026-10-28T21:49:27Z",
  "observations": {
    "15486995": {
      "members": [
        "dlorah",
        "driessmit1",
        "infinitecreativity",
        "jeroencottaar",
        "pressman1",
        "stefano1283"
      ],
      "name": "Tufa Labs",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "15499660": {
      "members": [
        "threerabbits"
      ],
      "name": "Yi-Chia Chen @ Fields Model",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "15605182": {
      "members": [
        "dzjiann",
        "keithtyser",
        "markbarney",
        "mitubant",
        "ngyzly",
        "scizical",
        "sonphamorg"
      ],
      "name": "Team Turducken",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "15770880": {
      "members": [
        "cpmpml",
        "darraghdog",
        "eladsarafian",
        "galkaplun",
        "sorokin",
        "titericz",
        "yeyinzhu"
      ],
      "name": "NVARC3",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16021367": {
      "members": [
        "dwellement0baser",
        "fses91",
        "gklambauer",
        "lukasaichberger"
      ],
      "name": "the last dance 🕺",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16032816": {
      "members": [
        "dfranzen",
        "dvhrtm",
        "insanitycheck",
        "sbrodehl"
      ],
      "name": "The ARChitects",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16132261": {
      "members": [
        "cmechevalier",
        "richardcsaky"
      ],
      "name": "artificialagencylab.com",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16153655": {
      "members": [
        "michaeltgao"
      ],
      "name": "mtg",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16371045": {
      "members": [
        "lordhansolo"
      ],
      "name": "Lord Han Solo",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16490178": {
      "members": [
        "aizealotwu",
        "deepdreamer",
        "florenciasolange",
        "grigoriyzatravkin"
      ],
      "name": "Grigoriy Zatravkin & co",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16569113": {
      "members": [
        "isakatsuyoshi",
        "konbu17",
        "pompom555",
        "refv00",
        "tanakaai24",
        "tk256ailab",
        "ttyn4519",
        "yuto0712"
      ],
      "name": "復活の混テキスト",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16639523": {
      "members": [
        "rogersjohnson"
      ],
      "name": "Rogers Johnson",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16760837": {
      "members": [
        "yktori"
      ],
      "name": "yktori",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16853937": {
      "members": [
        "aaioaneitib",
        "adrian4tib",
        "andreicaioanei",
        "jenslehmann",
        "saharvahdati"
      ],
      "name": "NIMI",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16916278": {
      "members": [
        "christophercameron",
        "cranberry128",
        "matinaghaei",
        "rohanajwani"
      ],
      "name": "Charles Ran",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "16993850": {
      "members": [
        "rutilo"
      ],
      "name": "rutilo",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "17027453": {
      "members": [
        "kimchikingdom"
      ],
      "name": "kimchikingdom",
      "observedAt": "2026-10-28T21:49:27Z"
    },
    "17062789": {
      "members": [
        "kwangsookoh"
      ],
      "name": "ETHAN KOH",
      "observedAt": "2026-10-28T21:49:27Z"
    }
  },
  "people": [
    {
      "id": "yi-chia-chen",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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 @ Fields Model"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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 @ Fields Model"
        }
      ],
      "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 @ Fields Model (arc-prize-2026-arc-agi-2, team 15501171) between 2026-10-09T18:53:30Z and 2026-10-28T09:47:51Z."
        },
        {
          "sourceId": "person-yi-chia-chen-roster-1",
          "text": "threerabbits observed in Yi-Chia Chen @ Fields Model (arc-prize-2026-arc-agi-3, team 15499660) between 2026-10-09T18:53:27Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15499660"
      ]
    },
    {
      "id": "jean-francois-puget",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "2026-10-28T09:47:50Z",
          "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 2026-10-28T09:47:51Z."
        },
        {
          "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 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "ivan-sorokin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "sorokin",
          "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": "Ivan Sorokin",
      "sources": [
        {
          "sourceId": "person-ivan-sorokin-identity-0",
          "text": "Verified kaggle account: sorokin"
        },
        {
          "sourceId": "person-ivan-sorokin-fact-0",
          "text": "NVIDIA’s December 2025 report identifies Ivan Sorokin and Jean-Francois Puget as NVIDIA researchers who competed as NVARC in the 2025 ARC Prize."
        },
        {
          "sourceId": "person-ivan-sorokin-fact-1",
          "text": "ARC Prize’s 2025 results list NVARC first and credit the paper “NVARC solution to ARC-AGI-2 2025” to I. Sorokin and Jean-François Puget."
        },
        {
          "sourceId": "person-ivan-sorokin-archive-0",
          "text": "ARC Prize 2025 champion · NVARC"
        },
        {
          "sourceId": "person-ivan-sorokin-roster-0",
          "text": "sorokin observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-09T18:53:27Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "keith-tyser",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "この遥かなる旅路に祝福を"
        },
        {
          "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"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-18T18:55:34Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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": "15605182",
          "teamName": "Team Turducken"
        }
      ],
      "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: chiefkeitht"
        },
        {
          "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 この遥かなる旅路に祝福を (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-09T18:53:30Z and 2026-10-28T09:47:51Z."
        },
        {
          "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."
        },
        {
          "sourceId": "person-keith-tyser-roster-3",
          "text": "keithtyser observed in Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-18T18:55:34Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "dries-smit",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "2026-10-28T09:47:50Z",
          "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 2026-10-28T09:47:51Z."
        },
        {
          "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 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jeroen-cottaar",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "2026-10-28T09:47:50Z",
          "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 2026-10-28T09:47:51Z."
        },
        {
          "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 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jan-disselhoff",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "2026-10-26T09:41:46Z",
          "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"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-26T21:43:10Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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": "16032816",
          "teamName": "The ARChitects"
        }
      ],
      "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 2026-10-28T09:47:51Z."
        },
        {
          "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 2026-10-26T09:41:46Z."
        },
        {
          "sourceId": "person-jan-disselhoff-roster-2",
          "text": "insanitycheck observed in The ARChitects (arc-prize-2026-arc-agi-3, team 16032816) between 2026-10-26T21:43:10Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "david-hartmann",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "dvhrtm",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16032816",
          "teamName": "The ARChitects"
        }
      ],
      "name": "David Hartmann",
      "sources": [
        {
          "sourceId": "person-david-hartmann-identity-0",
          "text": "Verified kaggle account: dvhrtm"
        },
        {
          "sourceId": "person-david-hartmann-fact-0",
          "text": "The ARChitects’ own 2025 solution write-up credits David Hartmann under the Kaggle handle dvhrtm, alongside Jan Disselhoff (insanitycheck) and Daniel Franzen (dfranzen)."
        },
        {
          "sourceId": "person-david-hartmann-fact-1",
          "text": "The team’s 2025 technical report lists David Hartmann at Lambda, Inc."
        },
        {
          "sourceId": "person-david-hartmann-archive-0",
          "text": "ARC Prize 2025 runner-up · the ARChitects"
        },
        {
          "sourceId": "person-david-hartmann-roster-0",
          "text": "dvhrtm observed in The ARChitects (arc-prize-2026-arc-agi-3, team 16032816) between 2026-10-09T18:53:27Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "daniel-franzen",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T20:53:45Z",
          "lastObservedAt": "2026-10-20T21:31:18Z",
          "memberHandle": "dfranzen",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15607618",
          "teamName": "Daniel Franzen"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T20:53:44Z",
          "lastObservedAt": "2026-10-18T09:54:36Z",
          "memberHandle": "dfranzen",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16384837",
          "teamName": "Daniel Franzen"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-26T21:43:10Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "dfranzen",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16032816",
          "teamName": "The ARChitects"
        }
      ],
      "name": "Daniel Franzen",
      "sources": [
        {
          "sourceId": "person-daniel-franzen-identity-0",
          "text": "Verified kaggle account: dfranzen"
        },
        {
          "sourceId": "person-daniel-franzen-fact-0",
          "text": "The ARChitects’ own 2025 solution write-up credits Daniel Franzen under the Kaggle handle dfranzen, alongside Jan Disselhoff (insanitycheck) and David Hartmann (dvhrtm)."
        },
        {
          "sourceId": "person-daniel-franzen-fact-1",
          "text": "ARC Prize’s 2024 results list “The LLM ARChitect: Solving ARC-AGI Is a Matter of Perspective” by Franzen et al. among the paper award runners-up."
        },
        {
          "sourceId": "person-daniel-franzen-fact-2",
          "text": "His own Kaggle profile identifies dfranzen as Daniel Franzen, a deep learning researcher at the University of Mainz."
        },
        {
          "sourceId": "person-daniel-franzen-archive-0",
          "text": "ARC Prize 2025 runner-up · the ARChitects"
        },
        {
          "sourceId": "person-daniel-franzen-archive-1",
          "text": "ARC Prize 2024 champion · the ARChitects"
        },
        {
          "sourceId": "person-daniel-franzen-roster-0",
          "text": "dfranzen observed in Daniel Franzen (arc-prize-2026-arc-agi-2, team 15607618) between 2026-10-09T20:53:45Z and 2026-10-20T21:31:18Z."
        },
        {
          "sourceId": "person-daniel-franzen-roster-1",
          "text": "dfranzen observed in Daniel Franzen (arc-prize-2026-arc-agi-3, team 16384837) between 2026-10-09T20:53:44Z and 2026-10-18T09:54:36Z."
        },
        {
          "sourceId": "person-daniel-franzen-roster-2",
          "text": "dfranzen observed in The ARChitects (arc-prize-2026-arc-agi-3, team 16032816) between 2026-10-26T21:43:10Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "isaiahp",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T22:23:52Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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": "2026-10-28T09:47:51Z",
          "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 2026-10-28T09:47:50Z."
        },
        {
          "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 2026-10-28T09:47:51Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "mark-barney",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-11T20:02:55Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "ARC Mutants"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-11T20:02:53Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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": "Team Turducken"
        }
      ],
      "name": "Mark Barney",
      "sources": [
        {
          "sourceId": "person-mark-barney-identity-0",
          "text": "Verified kaggle account: markbarney"
        },
        {
          "sourceId": "person-mark-barney-fact-0",
          "text": "On 19 October 2026, Mark Barney announced Jack Cole joining ARC Mutants for ARC-AGI-2. The public ARC2 roster lists jcole75, markbarney, scizical and sonphamorg under team 17023174. Team Turducken (ARC-AGI-3 team 15605182) is a separate entry; this announcement does not add Jack to that ARC3 team."
        },
        {
          "sourceId": "person-mark-barney-roster-0",
          "text": "markbarney observed in ARC Mutants (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-11T20:02:55Z and 2026-10-28T09:47:51Z."
        },
        {
          "sourceId": "person-mark-barney-roster-1",
          "text": "markbarney observed in Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "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": "2026-10-28T09:47:50Z",
          "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": "Team Turducken"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-12T21:36:52Z",
          "lastObservedAt": "2026-10-28T09:47:51Z",
          "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": "ARC Mutants"
        }
      ],
      "name": "Son Pham",
      "sources": [
        {
          "sourceId": "person-son-pham-identity-0",
          "text": "Verified kaggle account: sonphamorg"
        },
        {
          "sourceId": "person-son-pham-fact-0",
          "text": "On 19 October 2026, Mark Barney announced Jack Cole joining ARC Mutants for ARC-AGI-2. The public ARC2 roster lists jcole75, markbarney, scizical and sonphamorg under team 17023174. Team Turducken (ARC-AGI-3 team 15605182) is a separate entry; this announcement does not add Jack to that ARC3 team."
        },
        {
          "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 Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-28T09:47:50Z."
        },
        {
          "sourceId": "person-son-pham-roster-2",
          "text": "sonphamorg observed in ARC Mutants (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-12T21:36:52Z and 2026-10-28T09:47:51Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "lord-han-solo",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T03:07:24Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "lordhansolo",
          "season": "2026",
          "sourceTitle": "Dated ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16371045",
          "teamName": "Lord Han Solo"
        }
      ],
      "name": "Lord Han Solo",
      "sources": [
        {
          "sourceId": "person-lord-han-solo-identity-0",
          "text": "Verified kaggle account: lordhansolo"
        },
        {
          "sourceId": "person-lord-han-solo-fact-0",
          "text": "ARC Prize announced Lord Han Solo as the second-place qualifying open-source ARC-AGI-3 Milestone 2 prize winner on October 1, 2026."
        },
        {
          "sourceId": "person-lord-han-solo-roster-0",
          "text": "lordhansolo observed in Lord Han Solo (arc-prize-2026-arc-agi-3, team 16371045) between 2026-10-13T03:07:24Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16371045"
      ]
    },
    {
      "id": "darragh-hanley",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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": "2026-10-28T09:47:51Z",
          "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 2026-10-28T09:47:50Z."
        },
        {
          "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 2026-10-28T09:47:51Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "elad-sarafian",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "eladsarafian",
          "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": "Elad Sarafian",
      "sources": [
        {
          "sourceId": "person-elad-sarafian-identity-0",
          "text": "Verified kaggle account: eladsarafian"
        },
        {
          "sourceId": "person-elad-sarafian-fact-0",
          "text": "The eladsarafian Kaggle profile displays the name Elad Sarafian."
        },
        {
          "sourceId": "person-elad-sarafian-roster-0",
          "text": "eladsarafian observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-13T17:12:19Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "gal-kaplun",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "galkaplun",
          "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": "Gal Kaplun",
      "sources": [
        {
          "sourceId": "person-gal-kaplun-identity-0",
          "text": "Verified kaggle account: galkaplun"
        },
        {
          "sourceId": "person-gal-kaplun-fact-0",
          "text": "The galkaplun Kaggle profile displays the name Gal Kaplun."
        },
        {
          "sourceId": "person-gal-kaplun-roster-0",
          "text": "galkaplun observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-13T17:12:19Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "yeyin-zhu",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "yeyinzhu",
          "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": "Yeyin Zhu",
      "sources": [
        {
          "sourceId": "person-yeyin-zhu-identity-0",
          "text": "Verified kaggle account: yeyinzhu"
        },
        {
          "sourceId": "person-yeyin-zhu-fact-0",
          "text": "The yeyinzhu Kaggle profile displays the name Yeyin Zhu."
        },
        {
          "sourceId": "person-yeyin-zhu-roster-0",
          "text": "yeyinzhu observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-13T17:12:19Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "stefano-viel",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "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": "2026-10-28T09:47:51Z",
          "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 2026-10-28T09:47:50Z."
        },
        {
          "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 2026-10-28T09:47:51Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "richard-csaky",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "richardcsaky",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16132261",
          "teamName": "artificialagencylab.com"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-14T09:44:10Z",
          "lastObservedAt": "2026-10-19T21:58:46Z",
          "memberHandle": "richardcsaky",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "17077331",
          "teamName": "artificialagencylab.com"
        }
      ],
      "name": "Richard Csaky",
      "sources": [
        {
          "sourceId": "person-richard-csaky-identity-0",
          "text": "Verified kaggle account: richardcsaky"
        },
        {
          "sourceId": "person-richard-csaky-identity-1",
          "text": "Verified x account: ricsinaruto"
        },
        {
          "sourceId": "person-richard-csaky-fact-0",
          "text": "Artificial Agency Lab’s own site links Richard Csaky to @ricsinaruto and its September 30 ARC-AGI-3 submission; its dated historical methods do not identify the method behind the October 14 score event."
        },
        {
          "sourceId": "person-richard-csaky-roster-0",
          "text": "richardcsaky observed in artificialagencylab.com (arc-prize-2026-arc-agi-3, team 16132261) between 2026-10-14T09:44:09Z and 2026-10-28T09:47:50Z."
        },
        {
          "sourceId": "person-richard-csaky-roster-1",
          "text": "richardcsaky observed in artificialagencylab.com (arc-prize-2026-arc-agi-2, team 17077331) between 2026-10-14T09:44:10Z and 2026-10-19T21:58:46Z."
        }
      ],
      "teamIds": [
        "16132261"
      ]
    },
    {
      "id": "fses91",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "fses91",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16021367",
          "teamName": "the last dance 🕺"
        }
      ],
      "name": "fses91",
      "sources": [
        {
          "sourceId": "person-fses91-identity-0",
          "text": "Verified kaggle account: fses91"
        },
        {
          "sourceId": "person-fses91-identity-1",
          "text": "Verified x account: fses91"
        },
        {
          "sourceId": "person-fses91-roster-0",
          "text": "fses91 observed in the last dance 🕺 (arc-prize-2026-arc-agi-3, team 16021367) between 2026-10-14T09:44:09Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "lukas-aichberger",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "lukasaichberger",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16021367",
          "teamName": "the last dance 🕺"
        }
      ],
      "name": "Lukas Aichberger",
      "sources": [
        {
          "sourceId": "person-lukas-aichberger-identity-0",
          "text": "Verified kaggle account: lukasaichberger"
        },
        {
          "sourceId": "person-lukas-aichberger-identity-1",
          "text": "Verified x account: aichberger"
        },
        {
          "sourceId": "person-lukas-aichberger-roster-0",
          "text": "lukasaichberger observed in the last dance 🕺 (arc-prize-2026-arc-agi-3, team 16021367) between 2026-10-14T09:44:09Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "grigoriy-zatravkin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-17T09:52:12Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "grigoriyzatravkin",
          "season": "2026",
          "sourceTitle": "Dated ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16490178",
          "teamName": "Grigoriy Zatravkin & co"
        }
      ],
      "name": "Grigoriy Zatravkin",
      "sources": [
        {
          "sourceId": "person-grigoriy-zatravkin-identity-0",
          "text": "Verified kaggle account: grigoriyzatravkin"
        },
        {
          "sourceId": "person-grigoriy-zatravkin-roster-0",
          "text": "grigoriyzatravkin observed in Grigoriy Zatravkin & co (arc-prize-2026-arc-agi-3, team 16490178) between 2026-10-17T09:52:12Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16490178"
      ]
    },
    {
      "id": "sebastian-brodehl",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-26T19:42:56Z",
          "lastObservedAt": "2026-10-28T09:47:50Z",
          "memberHandle": "sbrodehl",
          "season": "2026",
          "sourceTitle": "Dated ARChitects roster evidence; before name David Hartmann, after The ARChitects",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16032816",
          "teamName": "The ARChitects"
        }
      ],
      "name": "Sebastian Brodehl",
      "sources": [
        {
          "sourceId": "person-sebastian-brodehl-identity-0",
          "text": "Verified kaggle account: sbrodehl"
        },
        {
          "sourceId": "person-sebastian-brodehl-fact-0",
          "text": "Johannes Gutenberg University Mainz’s Visual Computing page lists Dr. Sebastian Brodehl among its former PhD students."
        },
        {
          "sourceId": "person-sebastian-brodehl-fact-1",
          "text": "David Hartmann, Daniel Franzen and Sebastian Brodehl coauthored the 2021 paper Studying the Evolution of Neural Activation Patterns During Training of Feed-Forward ReLU Networks, affiliated with the Visual Computing Group at Mainz."
        },
        {
          "sourceId": "person-sebastian-brodehl-roster-0",
          "text": "sbrodehl observed in The ARChitects (arc-prize-2026-arc-agi-3, team 16032816) between 2026-10-26T19:42:56Z and 2026-10-28T09:47:50Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    }
  ],
  "scoreHistory": {
    "15486995": [
      [
        "2026-10-04T18:30:56Z",
        55.89,
        1
      ],
      [
        "2026-10-09T03:51:41Z",
        55.89,
        2
      ],
      [
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  "socialPosts": [],
  "sourceSha256": "40ce4035e2d81f2b6700813f2156655ee35c664a292c489aaa32bd4d863125fb",
  "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
  "wireIntake": {
    "dispatches": [
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "Commissioned for the October 28 Early edition. Source checks made before publication; refresh the current board once at release. No outreach was sent. The public record establishes the stalled score, not its cause. This feature supersedes the older direction to treat Mostik only as background.",
        "generatedBy": "gpt-6.1-sol",
        "headline": "What happened to Mostik? The early ARC leader still sitting at 7.51",
        "id": "2026-10-28-mostik-investigation",
        "publishedAt": "2026-10-28T10:02:15.789014+00:00",
        "sections": [
          {
            "heading": "The former leader is still on the board",
            "sourceIds": [
              "organizer-cstl",
              "founder-alias",
              "board",
              "collector",
              "release-board"
            ],
            "text": "Mostik arrived in public with a first-place claim, a team of mathematicians and a promise to let AI models exchange more than words. Nearly two months later, the number beside its ARC-AGI-3 entry is still 7.51. The company has continued talking about research. Its public competition score has not kept pace.\n\nThe four-letter team was CSTL. On August 31, ARC Prize announced CSTL’s 7.51 high score. On September 2, Sasha Malysheva identified Mostik as the former CSTL team in a reply to that announcement. This is a direct identification by the company’s leader, rather than a match inferred from a name or avatar.\n\nIn the live Kaggle board checked for this investigation, mostik.ai was 2,098th at 7.51 with 47 entries and a Last field of roughly two months. The nearby saved collector observation, at 03:47 UTC on October 28, placed the same team, ID 16364346, one rank higher at the same score and entry count. The entry remains listed; it has fallen far down the public standings. These are dated public-board observations, not final private results. At the Early edition’s closing collector observation on October 28 (2026-10-28T09:47:50Z), mostik.ai stood 2,112th at 7.51, with 47 recorded entries."
          },
          {
            "heading": "The milestone was September’s second checkpoint",
            "sourceIds": [
              "milestone-one",
              "competition",
              "organizer-cstl",
              "milestone-two",
              "franzen"
            ],
            "text": "The launch timing matters. Milestone 1 closed on June 30; ARC Prize published its winners on July 6. Mostik’s September 2 launch therefore came after that award and before Milestone 2’s September 30 deadline. The organizer’s August CSTL announcement itself pointed to September 30 as the next milestone.\n\nMilestone awards rewarded qualifying open-source solutions. They were not a simple reprint of every team’s unrestricted public-board position. On October 1, ARC Prize named Daniel Franzen, Lord Han Solo and Lohit Siriki as the three Milestone 2 winners. Mostik was not among those award recipients. That omission alone tells us neither whether it sought the award nor why its score stopped improving.\n\nThe field was already changing in early September. Franzen’s own solution write-up says a model upgrade briefly put him first on September 6 before Tufa overtook him. That supplies a dated account of another contender moving past the earlier leading group; it does not establish the exact moment Mostik lost first place."
          },
          {
            "heading": "The bridge demonstration and the competition recipe",
            "sourceIds": [
              "bridge",
              "launch",
              "wired"
            ],
            "text": "The research pitch was easy to get excited about. Instead of making one model write a message for another to read, Mostik trained a connection between their internal representations. Its published demonstration paired a large GLM-5.2 sender with a much smaller Qwen-3.5 receiver. The sender processed the prompt; the receiver generated the answer. Both underlying models stayed frozen while the connection was trained.\n\nThe comparisons need their labels. Malysheva’s launch post advertised results at 80% of frontier-model accuracy with twentyfold faster performance. The company’s technical page describes closing half the accuracy gap between its two models and using 2.5 times less compute than a model matched for score. Those statements compare different things; they cannot be substituted for one another or read as an ARC score.\n\nWIRED reported the company’s early ARC lead but said it withheld the contest details because it wanted to win. The reviewed public material does not establish that the published large-and-small-model demonstration was the exact system behind 7.51. Nor does the leaderboard isolate how much any bridge contributed. A promising demonstration and a reproducible explanation of a competition score remain different pieces of evidence."
          },
          {
            "heading": "Mostik has continued to speak",
            "sourceIds": [
              "offsite",
              "recent-research",
              "board",
              "launch"
            ],
            "text": "The company’s visible research activity did not end with the launch. On October 12, Malysheva described an on-site brainstorm with most of the team and said Stas Smirnov had joined it. On October 26, she discussed another group’s latent-communication paper and explained Mostik’s interest in transmitting the computation of a larger model. Neither post announced a new ARC submission or score.\n\nThat distinction changes the story. The public record supports a stalled competitive showing alongside continued research commentary. It does not support a claim that Mostik shut down, vanished entirely or announced its withdrawal.\n\nThe current Kaggle roster lists eight accounts: avgaydashenko, gatamaz, godjan, korogodsky, malyshevasasha, rolion, tehnar and vitalique. Mostik’s advertised company headcount and a contest roster measure different groups. The company’s larger headcount does not establish that every employee worked on the entry, or that a competition rule was broken."
          },
          {
            "heading": "The missing answer is why",
            "sourceIds": [
              "organizer-cstl",
              "board",
              "collector",
              "launch",
              "bridge"
            ],
            "text": "The reviewed sources leave the central question unanswered: why has Mostik not posted a higher public score since the launch period? Its score now matches the figure ARC Prize announced on August 31. That is evidence of no net improvement between those observations, not a complete submission-by-submission history.\n\nA public board cannot reveal private experiments, unsuccessful runs or what a team intends to submit next. The saved collector has a September 6 timestamp beside this entry, but that field is not evidence of when the team last conducted research. This investigation has not established that Mostik abandoned ARC, encountered a particular technical failure, or chose commercial work over the contest. It has also found no substantiated withdrawal or disqualification notice in the sources reviewed.\n\nThe useful questions for Mostik are concrete: Is the team still actively contesting ARC-AGI-3? What produced 7.51, and what part did latent bridging play? What prevented a higher public score? Will it release the agent, bridge and enough evaluation detail for others to reproduce the result?\n\nNo request for comment was sent for this article. There is no refusal to report. For now, the strongest finding is a gap between a well-publicized early lead and a public competition result that the field has left behind. The cause of that gap remains undisclosed in the material reviewed."
          }
        ],
        "sourceId": "dispatch-2026-10-28-mostik-investigation",
        "sources": [
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "organizer-cstl",
            "title": "ARC Prize — August 31 CSTL high score announcement",
            "url": "https://x.com/arcprize/status/2094455012432957926"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "founder-alias",
            "title": "Sasha Malysheva — September 2 former CSTL identification",
            "url": "https://x.com/aimalysheva/status/2095276258888503494"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "launch",
            "title": "Sasha Malysheva — September 2 Mostik launch",
            "url": "https://x.com/aimalysheva/status/2095232794792255848"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "board",
            "title": "Kaggle — ARC-AGI-3 public leaderboard, filtered to Mostik",
            "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/leaderboard"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "collector",
            "title": "Digest collector — dated public board record",
            "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "milestone-one",
            "title": "ARC Prize — Milestone 1 results, July 6",
            "url": "https://arcprize.org/blog/arc-prize-2026-milestone-1"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "competition",
            "title": "ARC Prize — 2026 ARC-AGI-3 competition and milestone dates",
            "url": "https://arcprize.org/competitions/2026/arc-agi-3"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "milestone-two",
            "title": "ARC Prize — October 1 Milestone 2 winners",
            "url": "https://x.com/arcprize/status/2105737436450201734"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "bridge",
            "title": "Mostik — technical account of bridging internal states",
            "url": "https://mostik.ai/read-more"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "wired",
            "title": "WIRED — September 2 interview with Mostik",
            "url": "https://www.wired.com/story/russian-startup-mostik-ai-models-communication/"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "offsite",
            "title": "Sasha Malysheva — October 12 team brainstorm",
            "url": "https://x.com/aimalysheva/status/2109661765722079371"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "recent-research",
            "title": "Sasha Malysheva — October 26 research commentary",
            "url": "https://x.com/aimalysheva/status/2114763738192760985"
          },
          {
            "accessedAt": "2026-10-28T04:17:13.712034Z",
            "id": "franzen",
            "title": "Daniel Franzen — own Milestone 2 solution write-up",
            "url": "https://github.com/da-fr/arc-agi-3-solution/blob/main/WRITEUP.md"
          },
          {
            "accessedAt": "2026-10-28T10:02:15.789014+00:00",
            "id": "release-board",
            "title": "Early edition collector observation",
            "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board"
          }
        ]
      },
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "Special evening feature commissioned by Mark Barney. Reporting refreshed October 28 from the original organizer posts, their public discussion and ARC Prize’s own result and benchmark pages. Broader ARC-1/2 trends lead; both Kaggle races receive separate closing reports.",
        "generatedBy": "gpt-6.1-sol",
        "headline": "The gaps hiding under ARC-1’s ceiling",
        "id": "2026-10-28-beyond-arc1-ceiling",
        "image": {
          "alt": "AI editorial illustration: puzzle-solving robots crowd under an ARC-1 glass ceiling, spread out on an ARC-2 staircase and face an open ARC-3 landscape.",
          "caption": "Beyond the Ceiling — AI editorial illustration for the October 28 special evening feature. The chambers and staircase are a metaphor for tests revealing different abilities, not a data chart or a forecast.",
          "src": "/news-images/2026-10-28-beyond-the-ceiling-cover-v1-base.webp"
        },
        "publishedAt": "2026-10-28T21:34:28.517717+00:00",
        "sections": [
          {
            "heading": "The gap behind the tie",
            "sourceIds": [
              "greg",
              "comparison",
              "results"
            ],
            "text": "Two AI systems can get the same mark on ARC-1 and finish more than twenty points apart on ARC-2. That is the striking finding in the comparison ARC Prize published on Wednesday—and the reason Greg Kamradt thinks the older puzzle format still has more to tell us.\n\nThe official results give a concrete example. Kimi K3 and GPT-5.4 Pro, at the tested settings, both scored just under 95 percent on ARC-1. On ARC-2, Kimi scored about 60 percent and GPT-5.4 Pro about 83 percent. The first test makes them look evenly matched. The second opens a gap of twenty-three points.\n\nAn easier test can run out of room before the systems taking it run out of differences. Once strong models are getting nearly everything right, another good result tells us less about what separates them. ARC-2 gives those differences somewhere to show up."
          },
          {
            "heading": "The pattern matters as much as the gap",
            "sourceIds": [
              "comparison",
              "greg",
              "arc2-design",
              "mazur"
            ],
            "text": "There is another side to the story. Across the models ARC Prize compared, good ARC-1 scores generally went with good ARC-2 scores. The points followed a smooth curve. Stronger performance on the older test usually carried over to the harder one.\n\nThose two findings belong together. The tests share a broad pattern, yet the harder one can still separate systems that look tied. Think of an exam that tells you which students are doing well but no longer tells you much about the differences among the best students. A tougher exam can reveal those differences without testing a completely unrelated subject.\n\nARC-2 also asks more of the solver. Its puzzles can require several rules to work together, a symbol to carry a meaning, or the right rule to change with the situation. Kamradt's point is that this extended the life of the original ARC idea: a small colored grid can still ask a harder question.\n\nThis chart does not tell us how fast AI will improve next month. Matt Mazur made that distinction in the discussion: it compares scores across tests. It is not a forecast of progress over time."
          },
          {
            "heading": "Which puzzles are doing the work?",
            "sourceIds": [
              "difficulty",
              "jack-ceiling",
              "jack-items",
              "greg"
            ],
            "text": "Kamradt's next suggestion is more interesting than another overall ranking. He wants to use the accumulated results to work out how difficult the individual public ARC-1 and ARC-2 puzzles are. Jack Cole raised the problem of top scores bunching together and suggested looking more closely at individual tasks too.\n\nThat could turn a league table into a more useful account of what models can and cannot do. Two systems might finish with the same total while solving different puzzles. One might manage a difficult combination of rules that defeats the other. The total would hide that difference; the puzzle-by-puzzle record could expose it.\n\nThere is a further question worth asking: which puzzles actually separate the strongest systems? A puzzle almost everyone fails is hard, but it may tell us little about the differences between them. The useful next test needs challenges that reveal something.\n\nThese are proposals for further work. Kamradt explicitly said there are no plans for an ARC-2.5 release. The news is the direction of the conversation: better use of the tests and results already in hand."
          },
          {
            "heading": "ARC-3 adds the experience of finding out",
            "sourceIds": [
              "arc3-design",
              "arc3-comparison",
              "progression"
            ],
            "text": "ARC-3 takes that search into a different setting. The system has to act, see what happened and learn how an unfamiliar game works. It must discover useful moves and change its approach as it goes, rather than only supply the missing answer to a puzzle.\n\nThat gives the people building and testing these systems more to inspect. A final mark tells them how the run ended. The play itself can show whether the system noticed a useful clue, repeated a bad move or learned something it could use later.\n\nARC Prize also reported a broad link between stronger ARC-2 and ARC-3 results, with exceptions. The interesting thread running through all three tests is how to keep revealing differences as systems improve. ARC-2 makes the puzzles more demanding. ARC-3 lets us watch a system try to find its way through something new."
          },
          {
            "heading": "A higher mark still has a price",
            "sourceIds": [
              "results",
              "difficulty",
              "comparison",
              "progression"
            ],
            "text": "For the Kaggle teams, there is a practical reason to care about all this. They need to know which changes make a system more capable, where it still gets stuck and what the improvement costs.\n\nThe tied-score example has a useful second detail. The official table lists the GPT-5.4 Pro result at more than ten times Kimi K3's cost per ARC-2 puzzle. The higher score reveals a real difference in the published results, but it is not a comparison at an equal budget. A team working within competition limits has to care about both. These model evaluations are separate from the Kaggle contest standings.\n\nThe desk's reading of Wednesday's discussion is that ARC's next useful story may be hiding inside the scores we already have: the puzzles that separate close rivals, the strengths concealed by a shared total, and the point at which a test stops giving us enough room to see.\n\nThe aim is to keep asking questions that let a better system show what it can do."
          }
        ],
        "sourceId": "dispatch-2026-10-28-beyond-arc1-ceiling",
        "sources": [
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "greg",
            "title": "Greg Kamradt — October 28 interpretation of ARC-1/2 progression",
            "url": "https://x.com/GregKamradt/status/2115476334151655838"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "comparison",
            "title": "ARC Prize — October 28 comparison across the ARC tests",
            "url": "https://x.com/arcprize/status/2115475078175395986"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "results",
            "title": "ARC Prize — verified results table, checked October 28",
            "url": "https://arcprize.org/leaderboard"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "arc2-design",
            "title": "ARC Prize — what ARC-AGI-2 was designed to test",
            "url": "https://arcprize.org/arc-agi/2"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "difficulty",
            "title": "Greg Kamradt — proposal to rank public tasks by difficulty",
            "url": "https://x.com/GregKamradt/status/2115502318401769866"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "jack-ceiling",
            "title": "Jack Cole — ceiling effects on the ARC tests",
            "url": "https://x.com/MindsAI_Jack/status/2115501712425226426"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "jack-items",
            "title": "Jack Cole — suggestion to study individual tasks",
            "url": "https://x.com/MindsAI_Jack/status/2115515337378824533"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "mazur",
            "title": "Matt Mazur — score relationship is not a time trend",
            "url": "https://x.com/mhmazur/status/2115519809349980307"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "progression",
            "title": "ARC Prize — future tests and distinguishing stronger systems",
            "url": "https://x.com/arcprize/status/2115475082881446215"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "arc3-design",
            "title": "ARC Prize — learning through action in ARC-AGI-3",
            "url": "https://arcprize.org/arc-agi/3"
          },
          {
            "accessedAt": "2026-10-28T21:32:12.973433+00:00",
            "id": "arc3-comparison",
            "title": "ARC Prize — ARC-2/3 relationship and an exception",
            "url": "https://x.com/arcprize/status/2115475080293548370"
          }
        ]
      }
    ],
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    "previousEditionId": "2026-10-28-morning-arc-3",
    "since": "2026-10-28T10:00:00Z",
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    "wireStories": [
      {
        "competition": "arc-3",
        "dataAsOf": "2026-10-28T13:18:13Z",
        "generatedBy": "claude-haiku-5-5",
        "headline": "fshindo falls out of the ARC-3 gold places",
        "id": "2026-10-28-0941-arc-3-fshindo-falls-out-of-gold",
        "personIds": [
          "fshindo"
        ],
        "publishedAt": "2026-10-28T13:41:49Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3",
              "person-fshindo-identity-0"
            ],
            "text": "fshindo dropped from 19th to 20th on the ARC-AGI-3 public board, with the score unchanged at 38.20, and is now the first team outside the gold places."
          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The gold line, the score of the last gold place, rose 0.02 in the past day to 38.22, so fshindo is 0.02 short of it. Public standings remain provisional."
          }
        ],
        "since": "2026-10-27T13:14:58Z",
        "sourceId": "wire-2026-10-28-0941-arc-3-fshindo-falls-out-of-gold",
        "sources": [
          {
            "accessedAt": "2026-10-28T13:40:32Z",
            "id": "board-arc-3",
            "title": "ARC-AGI-3 public leaderboard: saved board and the past day's changes",
            "url": "https://arc.markbarney.net/kaggle-leaderboard"
          },
          {
            "accessedAt": "2026-10-13T01:05:51.234925+00:00",
            "id": "person-fshindo-identity-0",
            "title": "fshindo — Kaggle profile and linked @crysis44k account",
            "url": "https://www.kaggle.com/ffsscf"
          }
        ],
        "teamIds": [
          "16992721"
        ]
      },
      {
        "competition": "arc-3",
        "dataAsOf": "2026-10-28T16:18:43Z",
        "generatedBy": "claude-haiku-5-5",
        "headline": "Muku jumps from 1,226th to 65th on ARC-3",
        "id": "2026-10-28-1241-arc-3-muku-climbs-to-sixty-fifth",
        "personIds": [],
        "publishedAt": "2026-10-28T16:41:44Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "Muku gained 6.47 to 34.89, moving from 1226th to 65th on the ARC-AGI-3 public board in the past day."
          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The entry is listed under its own name. Standings remain provisional, and medals are decided on the private board."
          }
        ],
        "since": "2026-10-27T16:15:28Z",
        "sourceId": "wire-2026-10-28-1241-arc-3-muku-climbs-to-sixty-fifth",
        "sources": [
          {
            "accessedAt": "2026-10-28T16:40:49Z",
            "id": "board-arc-3",
            "title": "ARC-AGI-3 public leaderboard: saved board and the past day's changes",
            "url": "https://arc.markbarney.net/kaggle-leaderboard"
          }
        ],
        "teamIds": [
          "17145682"
        ]
      },
      {
        "competition": "arc-3",
        "dataAsOf": "2026-10-28T19:49:09Z",
        "generatedBy": "gpt-6-luna",
        "headline": "Artem Arutyunov enters ARC-3 at 86th",
        "id": "2026-10-28-1603-arc-3-artem-arutyunov-enters-top-hundred",
        "personIds": [],
        "publishedAt": "2026-10-28T20:03:44Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "Artem Arutyunov is new to the ARC-3 public board, entering 86th with a score of 34.12."
          }
        ],
        "since": "2026-10-27T19:46:02Z",
        "sourceId": "wire-2026-10-28-1603-arc-3-artem-arutyunov-enters-top-hundred",
        "sources": [
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            "accessedAt": "2026-10-28T20:03:16Z",
            "id": "board-arc-3",
            "title": "ARC-AGI-3 public leaderboard: saved board and the past day's changes",
            "url": "https://arc.markbarney.net/kaggle-leaderboard"
          }
        ],
        "teamIds": [
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      }
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  }
}