{
  "accessedAt": "2026-10-29T22:01:08Z",
  "articleId": "2026-10-29-evening-arc-3",
  "baselineSnapshot": {
    "bronze": 31.13,
    "gold": 38.22,
    "silver": 32.43,
    "t": "2026-10-28T21:49:27Z",
    "teams": 4944,
    "top": 75.56
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  "baselineTargetAt": "2026-10-28T22:00:00Z",
  "briefSha256": "e77dc701a4d25be49aa8e17f1d0a71d90c88a9f128c988f8ebcd47129de286b4",
  "closingSnapshot": {
    "bronze": 31.25,
    "gold": 38.98,
    "silver": 32.54,
    "t": "2026-10-29T21:52:29Z",
    "teams": 4973,
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  "comparisons": {
    "15486995": {
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        70.02,
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      "start": null
    },
    "15487093": {
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        58.59,
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      "start": null
    },
    "15488763": {
      "end": [
        "2026-10-29T21:52:29Z",
        39.69,
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      "start": [
        "2026-10-28T04:17:14Z",
        39.69,
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        "2026-10-29T21:52:29Z",
        75.56,
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        "2026-10-27T06:14:10Z",
        75.56,
        1
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        56.02,
        4
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        56.02,
        3
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        51.51,
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        50.37,
        7
      ],
      "start": [
        "2026-10-28T03:17:07Z",
        50.37,
        6
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    "16371045": {
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        37.07,
        31
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      "start": [
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        37.07,
        30
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    },
    "16490178": {
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        47.19,
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      "start": [
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    "16609552": {
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        34.01,
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      "start": [
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        33.19,
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    },
    "16623996": {
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        36.46,
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      "start": [
        "2026-10-28T16:18:43Z",
        33.41,
        135
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    },
    "16734276": {
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        "2026-10-29T21:52:29Z",
        32.45,
        259
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      "start": [
        "2026-10-28T20:49:20Z",
        32.39,
        252
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    },
    "16760837": {
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        "2026-10-29T21:52:29Z",
        51.04,
        6
      ],
      "start": [
        "2026-10-28T03:17:07Z",
        51.04,
        5
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    "16878835": {
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        34.09,
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        33.49,
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        "2026-10-29T21:52:29Z",
        45.03,
        12
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      "start": [
        "2026-10-28T03:17:07Z",
        45.03,
        11
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        34,
        99
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        "2026-10-28T16:18:43Z",
        33.59,
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  },
  "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": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-5",
      "sourceTitle": "Lukas Aichberger — own biography and research directions",
      "sourceUrl": "https://raw.githubusercontent.com/AIchberger/AIchberger/main/README.md",
      "teamId": "16021367",
      "text": "His own research biography records an AI PhD co-supervised by Sepp Hochreiter and Yarin Gal, work with OATML at Oxford and reasoning/post-training work at Apple."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-6",
      "sourceTitle": "EuroSkills 2016 — official results, Mobile Robotics page 15",
      "sourceUrl": "https://spain-skills.es/images/competiciones/euroskills2016/06_Results_per_skill_competition-2.pdf",
      "teamId": "16021367",
      "text": "EuroSkills 2016 official Mobile Robotics results list Lukas Aichberger and Florian Müller fifth for Austria; this is separate from Kaggle."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-7",
      "sourceTitle": "Florian Sestak — directly linked GitHub identity",
      "sourceUrl": "https://github.com/fses91",
      "teamId": "16021367",
      "text": "The Kaggle profile directly links github.com/fses91 and linkedin.com/in/florian-sestak; the linked GitHub identifies its owner as Florian Sestak."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-8",
      "sourceTitle": "Florian Sestak — completed Kaggle competitions and medals",
      "sourceUrl": "https://www.kaggle.com/fses91/competitions",
      "teamId": "16021367",
      "text": "His Kaggle completed-results page records silver for 38/4463 in Santander Value Prediction Challenge and bronze results in NFL Helmet Assignment (90/825), Jigsaw Unintended Bias (163/3165, shared entry) and Porto Seguro (364/5156)."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-9",
      "sourceTitle": "Florian Sestak — own research biography",
      "sourceUrl": "https://raw.githubusercontent.com/fses91/fses91.github.io/main/_pages/about.md",
      "teamId": "16021367",
      "text": "His own research biography identifies him as an AI PhD candidate at JKU Linz supervised by Günter Klambauer."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-10",
      "sourceTitle": "Mykyta Ielanskyi — own Kaggle identity and research role",
      "sourceUrl": "https://www.kaggle.com/dwellement0baser",
      "teamId": "16021367",
      "text": "His Kaggle profile names Mykyta Ielanskyi and identifies his role as Research Scientist at IML JKU."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-11",
      "sourceTitle": "JKU — Ielanskyi and coauthors’ Outstanding Paper Award",
      "sourceUrl": "https://research.jku.at/en/prizes/outstanding-paper-award-at-iclr-2026-workshop-on-logical-reasonin/",
      "teamId": "16021367",
      "text": "JKU records him among the recipients of the April 23, 2026 Outstanding Paper Award at the ICLR 2026 Workshop on Logical Reasoning of Large Language Models for From Natural Language to Exact Cover: A Neuro-Symbolic Approach to Zebra Puzzles."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-12",
      "sourceTitle": "Ielanskyi, Schweighofer, Aichberger and Hochreiter — RREDCoT",
      "sourceUrl": "https://arxiv.org/abs/2606.06475",
      "teamId": "16021367",
      "text": "He is first author of RREDCoT, with Kajetan Schweighofer, Lukas Aichberger and Sepp Hochreiter."
    },
    {
      "checkedAt": "2026-10-29T19:41:08.261436+00:00",
      "sourceId": "fact-16021367-13",
      "sourceTitle": "gklambauer — own Kaggle profile; no real name or personal portrait supplied",
      "sourceUrl": "https://www.kaggle.com/gklambauer",
      "teamId": "16021367",
      "text": "The Kaggle account supplies no real name or personal portrait. Its default Kaggle goose is not a personal likeness. No direct account link confirming ownership by professor Günter Klambauer was found in this focused investigation."
    },
    {
      "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."
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    {
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      "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."
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      "sourceId": "fact-16958599-0",
      "sourceTitle": "Majkel1337 — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/majkel1337",
      "teamId": "16958599",
      "text": "The Majkel1337 team’s sole rostered Kaggle account also displays Majkel1337 as its public profile name."
    }
  ],
  "cutoffAt": "2026-10-29T22:00:00Z",
  "discussionThreads": [
    {
      "author": "ravi20076",
      "authorName": "Ravi Ramakrishnan",
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      "commentCount": 62,
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      "id": "751598",
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      "personIds": [
        "son-pham"
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      "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",
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      "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,
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      "id": "752835",
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      "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"
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      "name": "UNK",
      "observedAt": "2026-10-29T21:52:29Z"
    },
    "16623996": {
      "members": [
        "sawada"
      ],
      "name": "Fighting Gold",
      "observedAt": "2026-10-29T21:52:29Z"
    },
    "16734276": {
      "members": [
        "takumuhata"
      ],
      "name": "Takumu Hata",
      "observedAt": "2026-10-29T21:52:29Z"
    },
    "16760837": {
      "members": [
        "yktori"
      ],
      "name": "yktori",
      "observedAt": "2026-10-29T21:52:29Z"
    },
    "16878835": {
      "members": [
        "danmolsh",
        "jnjbhjguktutft",
        "ngyusum",
        "reinforceagi",
        "richardli873210",
        "richray",
        "xiaobinmo"
      ],
      "name": "Break 35",
      "observedAt": "2026-10-29T21:52:29Z"
    },
    "16958599": {
      "members": [
        "majkel1337"
      ],
      "name": "Majkel1337",
      "observedAt": "2026-10-29T21:52:29Z"
    },
    "17157851": {
      "members": [
        "dastin0359"
      ],
      "name": "dastin0359",
      "observedAt": "2026-10-29T21:52:29Z"
    }
  },
  "people": [
    {
      "id": "yi-chia-chen",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15499660"
      ]
    },
    {
      "id": "jean-francois-puget",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "ivan-sorokin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "keith-tyser",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "dries-smit",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jeroen-cottaar",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jan-disselhoff",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "david-hartmann",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "isaiahp",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T22:23:52Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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": "2026-10-29T09:50:52Z",
          "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 2026-10-29T09:50:51Z."
        },
        {
          "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 2026-10-29T09:50:52Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "mark-barney",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-11T20:02:55Z",
          "lastObservedAt": "2026-10-29T09:50:52Z",
          "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": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:52Z."
        },
        {
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "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": "2026-10-29T09:50:51Z",
          "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": "2026-10-29T09:50:52Z",
          "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 2026-10-29T09:50:51Z."
        },
        {
          "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 2026-10-29T09:50:52Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "lord-han-solo",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T03:07:24Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "16371045"
      ]
    },
    {
      "id": "darragh-hanley",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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": "2026-10-29T09:50:52Z",
          "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 2026-10-29T09:50:51Z."
        },
        {
          "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 2026-10-29T09:50:52Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "elad-sarafian",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "gal-kaplun",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "yeyin-zhu",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "stefano-viel",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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": "2026-10-29T09:50:52Z",
          "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 2026-10-29T09:50:51Z."
        },
        {
          "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 2026-10-29T09:50:52Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "richard-csaky",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-28T21:49:27Z",
          "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 2026-10-28T21:49:27Z."
        },
        {
          "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": "2026-10-29T19:22:11Z",
          "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": "Florian Sestak",
      "sources": [
        {
          "sourceId": "person-fses91-identity-0",
          "text": "Verified kaggle account: fses91"
        },
        {
          "sourceId": "person-fses91-identity-1",
          "text": "Verified x account: fses91"
        },
        {
          "sourceId": "person-fses91-fact-0",
          "text": "The Kaggle profile directly links github.com/fses91 and linkedin.com/in/florian-sestak; the linked GitHub identifies its owner as Florian Sestak."
        },
        {
          "sourceId": "person-fses91-fact-1",
          "text": "His Kaggle completed-results page records silver for 38/4463 in Santander Value Prediction Challenge and bronze results in NFL Helmet Assignment (90/825), Jigsaw Unintended Bias (163/3165, shared entry) and Porto Seguro (364/5156)."
        },
        {
          "sourceId": "person-fses91-fact-2",
          "text": "His own research biography identifies him as an AI PhD candidate at JKU Linz supervised by Günter Klambauer."
        },
        {
          "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 2026-10-29T19:22:11Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "lukas-aichberger",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-29T19:22:11Z",
          "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-fact-0",
          "text": "His own research biography records an AI PhD co-supervised by Sepp Hochreiter and Yarin Gal, work with OATML at Oxford and reasoning/post-training work at Apple."
        },
        {
          "sourceId": "person-lukas-aichberger-fact-1",
          "text": "EuroSkills 2016 official Mobile Robotics results list Lukas Aichberger and Florian Müller fifth for Austria; this is separate from Kaggle."
        },
        {
          "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 2026-10-29T19:22:11Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "grigoriy-zatravkin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-17T09:52:12Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "16490178"
      ]
    },
    {
      "id": "sebastian-brodehl",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-26T19:42:56Z",
          "lastObservedAt": "2026-10-29T09:50:51Z",
          "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 2026-10-29T09:50:51Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "xz",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-29T18:22:02Z",
          "lastObservedAt": "2026-10-29T18:22:02Z",
          "memberHandle": "xiaoz259",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observed October 29, 2026",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15487093",
          "teamName": "xz"
        }
      ],
      "name": "xz",
      "sources": [
        {
          "sourceId": "person-xz-identity-0",
          "text": "Verified kaggle account: xiaoz259"
        },
        {
          "sourceId": "person-xz-fact-0",
          "text": "Kaggle profile lists Competitions Master, one gold medal, three silver medals and five bronze medals; observed October 29, 2026."
        },
        {
          "sourceId": "person-xz-fact-1",
          "text": "Kaggle competition history lists first of 4,186 teams in AI Agent Security – Multi-Step Tool Attacks."
        },
        {
          "sourceId": "person-xz-fact-2",
          "text": "Kaggle competition history lists 341st of 1,427 in ARC Prize 2024 and 602nd of 1,455 in ARC Prize 2025."
        },
        {
          "sourceId": "person-xz-fact-3",
          "text": "Published a first-place agent-security solution on September 2, 2026, describing throughput optimization under a fixed replay budget. This is a separate competition, not an ARC method disclosure."
        },
        {
          "sourceId": "person-xz-roster-0",
          "text": "xiaoz259 observed in xz (arc-prize-2026-arc-agi-3, team 15487093) between 2026-10-29T18:22:02Z and 2026-10-29T18:22:02Z."
        }
      ],
      "teamIds": [
        "15487093"
      ]
    },
    {
      "id": "mykyta-ielanskyi",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-29T19:22:11Z",
          "lastObservedAt": "2026-10-29T19:22:11Z",
          "memberHandle": "dwellement0baser",
          "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": "Mykyta Ielanskyi",
      "sources": [
        {
          "sourceId": "person-mykyta-ielanskyi-identity-0",
          "text": "Verified kaggle account: dwellement0baser"
        },
        {
          "sourceId": "person-mykyta-ielanskyi-fact-0",
          "text": "His Kaggle profile names Mykyta Ielanskyi and identifies his role as Research Scientist at IML JKU."
        },
        {
          "sourceId": "person-mykyta-ielanskyi-fact-1",
          "text": "JKU records him among the recipients of the April 23, 2026 Outstanding Paper Award at the ICLR 2026 Workshop on Logical Reasoning of Large Language Models for From Natural Language to Exact Cover: A Neuro-Symbolic Approach to Zebra Puzzles."
        },
        {
          "sourceId": "person-mykyta-ielanskyi-fact-2",
          "text": "He is first author of RREDCoT, with Kajetan Schweighofer, Lukas Aichberger and Sepp Hochreiter."
        },
        {
          "sourceId": "person-mykyta-ielanskyi-roster-0",
          "text": "dwellement0baser observed in the last dance 🕺 (arc-prize-2026-arc-agi-3, team 16021367) between 2026-10-29T19:22:11Z and 2026-10-29T19:22:11Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "gklambauer",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-29T19:22:11Z",
          "lastObservedAt": "2026-10-29T19:22:11Z",
          "memberHandle": "gklambauer",
          "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": "gklambauer",
      "sources": [
        {
          "sourceId": "person-gklambauer-identity-0",
          "text": "Verified kaggle account: gklambauer"
        },
        {
          "sourceId": "person-gklambauer-fact-0",
          "text": "The Kaggle account supplies no real name or personal portrait. Its default Kaggle goose is not a personal likeness. No direct account link confirming ownership by professor Günter Klambauer was found in this focused investigation."
        },
        {
          "sourceId": "person-gklambauer-roster-0",
          "text": "gklambauer observed in the last dance 🕺 (arc-prize-2026-arc-agi-3, team 16021367) between 2026-10-29T19:22:11Z and 2026-10-29T19:22:11Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    }
  ],
  "scoreHistory": {
    "15486995": [
      [
        "2026-10-04T18:30:56Z",
        55.89,
        1
      ],
      [
        "2026-10-09T03:51:41Z",
        55.89,
        2
      ],
      [
        "2026-10-09T04:21:45Z",
        56.52,
        2
      ],
      [
        "2026-10-13T07:10:18Z",
        68.91,
        1
      ],
      [
        "2026-10-25T07:03:54Z",
        68.91,
        2
      ],
      [
        "2026-10-29T07:50:37Z",
        70.02,
        2
      ]
    ],
    "15487093": [
      [
        "2026-10-05T00:09:07Z",
        28.41,
        273
      ],
      [
        "2026-10-05T04:33:06Z",
        28.41,
        284
      ],
      [
        "2026-10-05T05:05:52Z",
        28.41,
        286
      ],
      [
        "2026-10-05T05:36:30Z",
        28.41,
        288
      ],
      [
        "2026-10-05T06:06:35Z",
        28.41,
        289
      ],
      [
        "2026-10-05T06:36:40Z",
        28.41,
        294
      ],
      [
        "2026-10-05T07:06:44Z",
        28.41,
        298
      ],
      [
        "2026-10-05T08:06:50Z",
        28.41,
        299
      ],
      [
        "2026-10-05T08:36:53Z",
        28.41,
        300
      ],
      [
        "2026-10-29T09:20:48Z",
        52.95,
        4
      ],
      [
        "2026-10-29T20:22:18Z",
        58.59,
        3
      ]
    ],
    "15488763": [
      [
        "2026-10-15T09:17:15Z",
        38.97,
        14
      ],
      [
        "2026-10-16T07:19:29Z",
        38.97,
        15
      ],
      [
        "2026-10-17T12:52:30Z",
        39.69,
        13
      ],
      [
        "2026-10-18T15:25:10Z",
        39.69,
        12
      ],
      [
        "2026-10-25T02:53:12Z",
        39.69,
        13
      ],
      [
        "2026-10-27T14:15:08Z",
        39.69,
        14
      ],
      [
        "2026-10-28T04:17:14Z",
        39.69,
        15
      ],
      [
        "2026-10-29T09:20:48Z",
        39.69,
        16
      ]
    ],
    "15499660": [
      [
        "2026-10-04T18:30:56Z",
        48.59,
        2
      ],
      [
        "2026-10-08T05:42:56Z",
        55.77,
        2
      ],
      [
        "2026-10-09T03:51:41Z",
        59.17,
        1
      ],
      [
        "2026-10-10T08:59:42Z",
        62.96,
        1
      ],
      [
        "2026-10-12T05:33:50Z",
        67.49,
        1
      ],
      [
        "2026-10-13T07:10:18Z",
        67.49,
        2
      ],
      [
        "2026-10-22T04:34:54Z",
        67.77,
        2
      ],
      [
        "2026-10-24T06:40:16Z",
        68.21,
        2
      ],
      [
        "2026-10-25T07:03:54Z",
        71.48,
        1
      ],
      [
        "2026-10-27T06:14:10Z",
        75.56,
        1
      ]
    ],
    "15605182": [
      [
        "2026-10-04T18:30:56Z",
        28.94,
        217
      ],
      [
        "2026-10-04T20:05:00Z",
        28.94,
        219
      ],
      [
        "2026-10-04T20:35:03Z",
        28.94,
        220
      ],
      [
        "2026-10-04T23:35:19Z",
        28.94,
        223
      ],
      [
        "2026-10-05T00:05:22Z",
        28.94,
        224
      ],
      [
        "2026-10-05T04:33:06Z",
        28.94,
        230
      ],
      [
        "2026-10-05T05:05:52Z",
        28.94,
        231
      ],
      [
        "2026-10-05T05:36:30Z",
        28.94,
        233
      ],
      [
        "2026-10-05T06:06:35Z",
        28.94,
        234
      ],
      [
        "2026-10-05T06:36:40Z",
        28.94,
        239
      ],
      [
        "2026-10-05T07:06:44Z",
        28.94,
        244
      ],
      [
        "2026-10-05T08:36:53Z",
        28.94,
        245
      ],
      [
        "2026-10-05T09:06:56Z",
        28.94,
        246
      ],
      [
        "2026-10-05T09:36:59Z",
        28.94,
        250
      ],
      [
        "2026-10-05T10:07:03Z",
        28.94,
        253
      ],
      [
        "2026-10-05T10:37:06Z",
        28.94,
        255
      ],
      [
        "2026-10-05T11:37:11Z",
        28.94,
        256
      ],
      [
        "2026-10-05T12:37:17Z",
        28.94,
        258
      ],
      [
        "2026-10-05T13:07:20Z",
        28.94,
        261
      ],
      [
        "2026-10-05T16:07:38Z",
        28.94,
        263
      ],
      [
        "2026-10-05T16:37:41Z",
        28.94,
        266
      ],
      [
        "2026-10-05T17:07:45Z",
        28.94,
        267
      ],
      [
        "2026-10-05T17:37:48Z",
        28.94,
        272
      ],
      [
        "2026-10-05T18:07:52Z",
        28.94,
        273
      ],
      [
        "2026-10-05T19:08:23Z",
        28.94,
        274
      ],
      [
        "2026-10-05T19:38:49Z",
        28.94,
        278
      ],
      [
        "2026-10-05T20:08:59Z",
        28.94,
        279
      ],
      [
        "2026-10-05T20:39:07Z",
        28.94,
        280
      ],
      [
        "2026-10-05T21:09:12Z",
        28.94,
        282
      ],
      [
        "2026-10-05T21:39:16Z",
        28.94,
        283
      ],
      [
        "2026-10-05T22:39:25Z",
        28.94,
        286
      ],
      [
        "2026-10-05T22:58:11Z",
        28.94,
        288
      ],
      [
        "2026-10-05T23:39:32Z",
        31.63,
        71
      ],
      [
        "2026-10-06T01:09:39Z",
        31.63,
        72
      ],
      [
        "2026-10-06T01:39:41Z",
        31.63,
        73
      ],
      [
        "2026-10-06T05:39:55Z",
        31.63,
        74
      ],
      [
        "2026-10-06T06:09:57Z",
        31.63,
        75
      ],
      [
        "2026-10-06T06:39:58Z",
        31.63,
        76
      ],
      [
        "2026-10-06T09:10:10Z",
        31.63,
        77
      ],
      [
        "2026-10-06T09:40:11Z",
        31.63,
        79
      ],
      [
        "2026-10-06T10:40:14Z",
        31.63,
        80
      ],
      [
        "2026-10-06T12:10:19Z",
        31.63,
        82
      ],
      [
        "2026-10-06T13:10:23Z",
        31.63,
        83
      ],
      [
        "2026-10-06T17:40:39Z",
        31.63,
        84
      ],
      [
        "2026-10-06T18:10:41Z",
        31.63,
        85
      ],
      [
        "2026-10-06T20:10:47Z",
        31.63,
        86
      ],
      [
        "2026-10-06T21:10:52Z",
        31.63,
        87
      ],
      [
        "2026-10-06T21:40:54Z",
        33.74,
        23
      ],
      [
        "2026-10-07T11:41:45Z",
        33.74,
        24
      ],
      [
        "2026-10-07T19:42:12Z",
        33.74,
        25
      ],
      [
        "2026-10-08T01:12:35Z",
        33.74,
        26
      ],
      [
        "2026-10-08T04:12:48Z",
        33.74,
        27
      ],
      [
        "2026-10-08T21:50:49Z",
        35.45,
        17
      ],
      [
        "2026-10-09T08:52:08Z",
        35.45,
        18
      ],
      [
        "2026-10-09T18:53:27Z",
        35.45,
        19
      ],
      [
        "2026-10-10T14:30:12Z",
        35.45,
        20
      ],
      [
        "2026-10-11T00:01:04Z",
        39.24,
        7
      ],
      [
        "2026-10-12T02:03:31Z",
        41.69,
        6
      ],
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  "socialPosts": [],
  "sourceSha256": "a39ec8da23b9cb174a45bb510b317b4810cb7b4028bcb62f4e37135952d452fb",
  "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
  "wireIntake": {
    "dispatches": [
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "“This is the real esports!” — Mark Barney, head human editor, commissioning this team feature. The editor competes with Team Turducken. The scene is an imagined breakdance cypher; gklambauer’s masked character is a fictional stand-in pending a verified name and likeness.",
        "generatedBy": "gpt-6.1-sol",
        "headline": "Clear the floor: meet The Last Dance, ARC3’s top-five showstoppers",
        "id": "2026-10-29-last-dance-takes-the-floor",
        "image": {
          "alt": "Florian Sestak at left, Lukas Aichberger at front centre, Mykyta Ielanskyi at right and a fictional masked dancer representing the unidentified gklambauer account breakdance on a luminous ARC-grid floor while the scoring-hall cast cheers.",
          "caption": "The Last Dance takes the floor. Three characters follow their own Kaggle portraits; the purple-and-yellow masked fourth dancer is a fictional stand-in for gklambauer, whose name and likeness remain unconfirmed. AI editorial illustration, commissioned by Mark Barney. Dancing, costumes, scale and machinery are fantasy; the reporting uses October 29 public standings.",
          "src": "/news-images/2026-10-29-last-dance-scoring-hall-v1-base.webp"
        },
        "publishedAt": "2026-10-29T19:42:49.891641+00:00",
        "sections": [
          {
            "heading": "Fifth in the world. Clear a space.",
            "sourceIds": [
              "board",
              "roster-evidence",
              "person-fses91-identity-0",
              "person-lukas-aichberger-identity-0",
              "person-mykyta-ielanskyi-identity-0",
              "gklambauer-profile",
              "florian-research",
              "lukas-career",
              "mykyta-biography"
            ],
            "text": "The Last Dance has earned the spotlight. Fifth on the ARC-AGI-3 public board among nearly 5,000 teams, the four-account entry is still in the thick of the chase. Ahead sits xz’s newly arrived cat; behind, yktori is less than half a point away. Nobody in this part of the hall gets to put their feet up.\n\nThere is more to this act than a good name and a dancing emoji. Three members can be named directly: Florian Sestak, Lukas Aichberger and Mykyta Ielanskyi, all with research ties to Johannes Kepler University Linz. The fourth registered account is gklambauer. The cast brings a veteran’s Kaggle silverware, a robotics competition past and an award-winning logic-puzzle paper into the same entry.\n\nAnd they have already made the field look twice. On October 5, the saved board caught The Last Dance jumping from twenty-sixth to third. On October 16, another advance carried it from seventh back to third. Thursday’s fifth place is another scene in an established contender’s campaign. These are public standings; the private finish still lies ahead.\n\nSo who is underneath the stage lights? Pull up a chair."
          },
          {
            "heading": "Florian Sestak: silverware, school exams and a long apprenticeship",
            "sourceIds": [
              "person-fses91-identity-0",
              "florian-github",
              "florian-results",
              "florian-2018",
              "florian-2019",
              "florian-first-milestone",
              "florian-second-milestone",
              "florian-arc3",
              "florian-career",
              "florian-research",
              "lam-slide"
            ],
            "text": "The fses91 handle belongs to Florian Sestak. His Kaggle profile links straight to the GitHub account carrying his full name. Our earlier notebook knew him only as Florian; that missing surname is now settled.\n\nSestak has a proper competition scrapbook. His completed-results page records silver for thirty-eighth of 4,463 in the Santander Value Prediction Challenge, plus bronze finishes in NFL Helmet Assignment, Jigsaw Unintended Bias and Porto Seguro’s Safe Driver Prediction. The Jigsaw result belongs to a shared entry. His record also includes ARC Prize 2025. This is a return to the arena with years of experience behind him.\n\nThe old discussions supply the personality. In January 2018 he was openly asking why competitors transformed their prediction targets. By April 2019, he was telling fellow Santander contestants that his approach had taken him into the gold ranks before exams interrupted his campaign. When he returned, he wrestled with the gap between his own validation results and the leaderboard, and thanked people whose notebooks improved his skills even when they did not improve his placing. The questions, the frustration, the generosity: you can follow the apprenticeship in his own posts.\n\nThis season brought a different sort of exam. Before the first ARC3 milestone, Sestak publicly described holding a top-three position for four days with nine submissions, then slipping to fourth. His supervisor, Günter Klambauer, proudly amplified the account. Before the second milestone, Sestak announced he was back among the top ten. On October 11, he was in the Kaggle forum helping another competitor find the grid-and-action documentation.\n\nAway from the board, his own career record runs from data science at Siemens and 7LYTIX to doctoral research at JKU. His research works with generative models for biology and physics; the LaM-SLidE paper gives that work a public face. There is a lot of mileage behind the black cap and sunglasses."
          },
          {
            "heading": "Lukas Aichberger: he was competing with robots before this dance",
            "sourceIds": [
              "person-lukas-aichberger-identity-0",
              "lukas-linkedin",
              "euroskills-results",
              "school-robotics",
              "lukas-career",
              "rim"
            ],
            "text": "Lukas Aichberger’s contest story reaches back well before the present LLM race. He and Florian Müller represented Austria in Mobile Robotics at EuroSkills 2016, finishing fifth in the official results. Their school had celebrated the pair as national runners-up. That is a different Florian from teammate Florian Sestak—and a very different arena from Kaggle—but the competitive streak is on the record.\n\nSince then, Aichberger has built a research career around making AI reason efficiently and recognise when it might be wrong. His own biography says he completed his AI doctorate through the ELLIS programme, co-supervised by Sepp Hochreiter and Yarin Gal, worked with Oxford’s OATML group, and worked on reasoning and post-training at Apple. That is quite a route from the mobile-robotics floor to the scoring hall.\n\nHis 2026 paper with Hochreiter, Reasoning in Memory, asks whether a language model can work through a problem in an internal workspace instead of spelling out every intermediate thought. It is an appealing idea for anyone watching agents spend their time thinking—but the paper is a research achievement, not a disclosure of The Last Dance’s competition recipe.\n\nFor our recurring cast, Lukas keeps the swept brown hair and friendly, clean-shaven face of his own Kaggle cartoon. We have given him an ARC-grid hoodie and the middle of the dance floor. His public research profile invites ambitious collaborations in reasoning, post-training and agent safety. There is a next chapter taking shape beyond this competition, too."
          },
          {
            "heading": "Mykyta Ielanskyi: the bearded puzzle man already has an award",
            "sourceIds": [
              "person-mykyta-ielanskyi-identity-0",
              "mykyta-results",
              "mykyta-award",
              "mykyta-biography",
              "quam",
              "rredcot"
            ],
            "text": "The dwellement0baser account is Mykyta Ielanskyi, whose Kaggle profile identifies him as a research scientist at JKU’s Institute for Machine Learning. His earlier competition history includes a team appearance in Kaggriculture. But the trophy worth bringing into this introduction comes from his reasoning research.\n\nIelanskyi was one of the six authors honoured with an Outstanding Paper Award at the ICLR 2026 Workshop on Logical Reasoning of Large Language Models. The paper, From Natural Language to Exact Cover: A Neuro-Symbolic Approach to Zebra Puzzles, connects a language model’s reading ability with a symbolic solver’s exact reasoning. JKU records the award on April 23; TU Wien’s announcement names the whole winning group. Give the man his applause.\n\nHis connection with Lukas is older than this campaign. Both appear on the 2023 NeurIPS paper Quantification of Uncertainty with Adversarial Models, alongside Kajetan Schweighofer, Günter Klambauer and Hochreiter. In June 2026, Ielanskyi was first author of RREDCoT, again working with Schweighofer, Aichberger and Hochreiter. That paper investigates how to reward useful portions of a model’s reasoning instead of judging only the eventual answer.\n\nThe sporting attraction is obvious: this is someone who spends his research life asking how machines reason, where they go wrong and how to make the process better. TU Wien’s biography places uncertainty, post-training, decoding and life-science applications among his interests. In our illustration, his own tousled hair and full reddish beard stay unmistakable under the cyan-and-green ARC suit."
          },
          {
            "heading": "The professor in the orbit—and what comes after the next submission",
            "sourceIds": [
              "florian-research",
              "florian-first-milestone",
              "quam",
              "klambauer-jku",
              "gklambauer-profile",
              "gklambauer-discussion",
              "bifork",
              "lukas-career",
              "rredcot",
              "kronlstm",
              "board",
              "roster-evidence"
            ],
            "text": "There is a professor with form in this story. Günter Klambauer is Sestak’s named supervisor and a collaborator of both Lukas and Mykyta. JKU credits his research with self-normalizing neural networks, xLSTM and machine learning for the life sciences. His scientific competition record includes the winning Bioinf@JKU teams in the 2014 Tox21 challenge and a best-performing method in the 2013 DREAM Toxicogenetics challenge. The encouragement he gave Sestak came from someone who knows what a scientific contest feels like.\n\nOne identification remains open: the roster’s gklambauer account supplies no real name or personal portrait. Its two public Kaggle comments correct descriptions of self-normalization in an older notebook. The handle and research connections make the professor an obvious lead, but we have not found a direct account link that confirms he owns it. We therefore keep the fourth member under that handle and use a deliberately fictional masked dancer, not Kaggle’s generic goose or a borrowed human face.\n\nWhat are they doing next? The public trail is busy. Sestak is a coauthor of Bi-FORK, released on October 8, on modelling physical systems with several possible outcomes. Aichberger is pursuing efficient reasoning and robust agents. Ielanskyi’s recent work tackles reasoning, rewards and exact puzzle solving. In their wider research circle, Klambauer coauthored the October 19 KronLSTM paper on long-context memory. These are real projects readers can follow; none establishes what is inside the team’s current ARC3 agent.\n\nFor the competition, the delicious unanswered question is what The Last Dance has left for the finish. The reviewed public discussions do not reveal its next submission or a promised release date. We do have a four-account contender that has twice reached third in the saved October record, now defending fifth while the pack closes behind it. The name says last dance. The board says the music is still playing."
          }
        ],
        "sourceId": "dispatch-2026-10-29-last-dance-takes-the-floor",
        "sources": [
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "board",
            "title": "Kaggle ARC3 — public leaderboard",
            "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/leaderboard"
          },
          {
            "accessedAt": "2026-10-29T19:42:49.891641+00:00",
            "id": "roster-evidence",
            "title": "ARC Daily Digest — October 29 roster, board history and research evidence",
            "url": "https://arc.markbarney.net/reports/arc-daily-gossip/2026-10-29-last-dance-research.json"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "person-fses91-identity-0",
            "title": "Florian Sestak — own Kaggle profile and direct GitHub/LinkedIn links",
            "url": "https://www.kaggle.com/fses91"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-github",
            "title": "Florian Sestak — directly linked GitHub identity",
            "url": "https://github.com/fses91"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-results",
            "title": "Florian Sestak — completed Kaggle competitions and medals",
            "url": "https://www.kaggle.com/fses91/competitions"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-2019",
            "title": "Florian Sestak — April 7, 2019 Santander discussion",
            "url": "https://www.kaggle.com/competitions/santander-customer-transaction-prediction/discussion/88230#509266"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-2018",
            "title": "Florian Sestak — January 25, 2018 Log Scale Targets discussion",
            "url": "https://www.kaggle.com/competitions/recruit-restaurant-visitor-forecasting/discussion/48273"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-arc3",
            "title": "Florian Sestak — October 11 ARC3 discussion reply",
            "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/748277#3536895"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-first-milestone",
            "title": "Florian Sestak and Günter Klambauer — public account of the first ARC3 milestone",
            "url": "https://www.linkedin.com/posts/g%C3%BCnter-klambauer-1b73293a_arcagi3-arcprize-agi-activity-7477586448917925888-2NHX"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-second-milestone",
            "title": "Florian Sestak — public second-milestone top-ten statement",
            "url": "https://www.linkedin.com/posts/florian-sestak_arcagi3-arcagi-arcprize-activity-7508443475131043841-vsVg"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-research",
            "title": "Florian Sestak — own research biography",
            "url": "https://raw.githubusercontent.com/fses91/fses91.github.io/main/_pages/about.md"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "florian-career",
            "title": "Florian Sestak — own career record",
            "url": "https://raw.githubusercontent.com/fses91/fses91.github.io/main/assets/json/resume.json"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "lam-slide",
            "title": "LaM-SLidE — Sestak and coauthors’ paper",
            "url": "https://arxiv.org/abs/2502.12128"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "bifork",
            "title": "Bi-FORK — October 8, 2026 paper",
            "url": "https://arxiv.org/abs/2610.12449"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "person-lukas-aichberger-identity-0",
            "title": "Lukas Aichberger — own Kaggle account",
            "url": "https://www.kaggle.com/lukasaichberger"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "lukas-career",
            "title": "Lukas Aichberger — own biography and research directions",
            "url": "https://raw.githubusercontent.com/AIchberger/AIchberger/main/README.md"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "lukas-linkedin",
            "title": "Lukas Aichberger — own career and competition history",
            "url": "https://at.linkedin.com/in/lukas-aichberger/de"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "euroskills-results",
            "title": "EuroSkills 2016 — official results, Mobile Robotics page 15",
            "url": "https://spain-skills.es/images/competiciones/euroskills2016/06_Results_per_skill_competition-2.pdf"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "school-robotics",
            "title": "HTL Neufelden — Aichberger and Müller’s national runner-up result",
            "url": "https://www.htl-neufelden.at/page/70/"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "rim",
            "title": "Aichberger and Hochreiter — Reasoning in Memory, May 28, 2026",
            "url": "https://arxiv.org/abs/2605.30343"
          },
          {
            "accessedAt": "2026-10-29T19:39:44.995Z",
            "id": "person-mykyta-ielanskyi-identity-0",
            "title": "Mykyta Ielanskyi — own Kaggle identity and research role",
            "url": "https://www.kaggle.com/dwellement0baser"
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