{
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  "articleId": "2026-10-24-morning-arc-3",
  "baselineSnapshot": {
    "bronze": 30.88,
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    "silver": 32.2,
    "t": "2026-10-23T23:39:24Z",
    "teams": 4723,
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  "baselineTargetAt": "2026-10-24T00:00:00Z",
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  "closingSnapshot": {
    "bronze": 30.88,
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    "teams": 4751,
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  "comparisons": {
    "15486995": {
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    "15524067": {
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      "start": [
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    "15525358": {
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      "start": [
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    "16032816": {
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        45.41,
        9
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    },
    "16153655": {
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      ],
      "start": [
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    "16371045": {
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        37.07,
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    },
    "16490178": {
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      "start": [
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        47.19,
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    "16569113": {
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        46.82,
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      "start": [
        "2026-10-23T11:22:33Z",
        46.82,
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    },
    "16958599": {
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        "2026-10-24T09:40:35Z",
        45.03,
        10
      ],
      "start": [
        "2026-10-23T08:49:01Z",
        45.03,
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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": "2026-10-08T03:38:00Z",
      "sourceId": "fact-15501006-0",
      "sourceTitle": "The ARChitects — 2025 team solution",
      "sourceUrl": "https://www.kaggle.com/competitions/arc-prize-2025/writeups/the-architects-solution-2025",
      "teamId": "15501006",
      "text": "The ARChitects’ own 2025 solution write-up credits Jan Disselhoff under the Kaggle handle insanitycheck, alongside David Hartmann (dvhrtm) and Daniel Franzen (dfranzen)."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-15501006-1",
      "sourceTitle": "The ARChitects — 2025 technical report",
      "sourceUrl": "https://lambdalabsml.github.io/ARC2025_Solution_by_the_ARChitects/",
      "teamId": "15501006",
      "text": "The team’s 2025 technical report lists Jan Disselhoff at Johannes Gutenberg University Mainz."
    },
    {
      "checkedAt": "2026-10-18T19:16:05.370354Z",
      "sourceId": "fact-15605182-0",
      "sourceTitle": "ARC-3 observed public roster",
      "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
      "teamId": "15605182",
      "text": "The public roster now lists all seven accounts together under Team Turducken. This confirms the combined entry, not its exact merger time or any new score gain."
    },
    {
      "checkedAt": "2026-10-19T18:01:43.005825Z",
      "sourceId": "fact-15605182-1",
      "sourceTitle": "Separate ARC2 and ARC3 team entries — dated public roster evidence",
      "sourceUrl": "https://arc.markbarney.net/reports/arc-daily-gossip/2026-10-19-arc-mutants-public-rosters.json",
      "teamId": "15605182",
      "text": "On 19 October 2026, Mark Barney announced Jack Cole joining ARC Mutants for ARC-AGI-2. The public ARC2 roster lists jcole75, markbarney, scizical and sonphamorg under team 17023174. Team Turducken (ARC-AGI-3 team 15605182) is a separate entry; this announcement does not add Jack to that ARC3 team."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-15770880-0",
      "sourceTitle": "NVIDIA — 2025 NVARC competition report",
      "sourceUrl": "https://developer.nvidia.com/blog/nvidia-kaggle-grandmasters-win-artificial-general-intelligence-competition/",
      "teamId": "15770880",
      "text": "NVIDIA’s December 2025 report identifies Ivan Sorokin and Jean-Francois Puget as NVIDIA researchers who competed as NVARC in the 2025 ARC Prize."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-15770880-1",
      "sourceTitle": "NVARC — 2025 team write-up",
      "sourceUrl": "https://www.kaggle.com/competitions/arc-prize-2025/writeups/nvarc",
      "teamId": "15770880",
      "text": "The 2025 NVARC team write-up credits sorokin and cpmpml. Both handles appear in the observed roster of the distinct 2026 NVARC3 entry. This does not establish an affiliation for every current member."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-15770880-2",
      "sourceTitle": "NVIDIA — 2025 NVARC solution report",
      "sourceUrl": "https://developer.nvidia.com/blog/nvidia-kaggle-grandmasters-win-artificial-general-intelligence-competition/",
      "teamId": "15770880",
      "text": "NVIDIA describes the separate 2025 NVARC ARC-AGI-2 solution as using synthetic data generation, test-time training and a fine-tuned 4B model. This is historical background, not a claim about the 2026 NVARC3 agent."
    },
    {
      "checkedAt": "2026-10-09T03:23:31Z",
      "sourceId": "fact-15770880-3",
      "sourceTitle": "Jean-François Puget — public professional profile",
      "sourceUrl": "https://github.com/jfpuget",
      "teamId": "15770880",
      "text": "Jean-François Puget’s public GitHub profile identifies him as CPMP and links directly to the Kaggle account cpmpml."
    },
    {
      "checkedAt": "2026-10-09T03:23:31Z",
      "sourceId": "fact-15770880-4",
      "sourceTitle": "NVIDIA — Jean-Francois Puget author biography",
      "sourceUrl": "https://developer.nvidia.com/blog/author/jeanfrancoispuget/",
      "teamId": "15770880",
      "text": "NVIDIA’s author biography describes Jean-Francois Puget as a director and individual contributor whose team advances agentic AI and showcases NVIDIA tools and expertise in Kaggle competitions."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-0",
      "sourceTitle": "Lukas Aichberger — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/lukasaichberger",
      "teamId": "16021367",
      "text": "The rostered lukasaichberger Kaggle profile identifies its owner as Lukas Aichberger and links to his research website."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-1",
      "sourceTitle": "JKU — Lukas Aichberger research profile",
      "sourceUrl": "https://research.jku.at/en/persons/lukas-aichberger/",
      "teamId": "16021367",
      "text": "Johannes Kepler University Linz lists Lukas Aichberger at its Institute for Machine Learning and credits him on research about reasoning models and uncertainty evaluation."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-2",
      "sourceTitle": "fses91 — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/fses91",
      "teamId": "16021367",
      "text": "Another rostered account, fses91, describes itself on Kaggle only as Florian; the public profile does not establish a surname."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-3",
      "sourceTitle": "Mykyta Ielanskyi — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/dwellement0baser",
      "teamId": "16021367",
      "text": "The rostered dwellement0baser Kaggle profile identifies its owner as Mykyta Ielanskyi."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16021367-4",
      "sourceTitle": "JKU — Mykyta Ielanskyi research profile",
      "sourceUrl": "https://research.jku.at/en/persons/mykyta-ielanskyi/",
      "teamId": "16021367",
      "text": "Johannes Kepler University Linz lists Mykyta Ielanskyi at its Institute for Machine Learning. Its research record credits him and Lukas Aichberger together on a 2026 paper about reward redistribution for reasoning models."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-16032816-0",
      "sourceTitle": "The ARChitects — 2025 team solution",
      "sourceUrl": "https://www.kaggle.com/competitions/arc-prize-2025/writeups/the-architects-solution-2025",
      "teamId": "16032816",
      "text": "The ARChitects’ own 2025 solution write-up credits David Hartmann under the Kaggle handle dvhrtm, alongside Jan Disselhoff (insanitycheck) and Daniel Franzen (dfranzen)."
    },
    {
      "checkedAt": "2026-10-08T03:38:00Z",
      "sourceId": "fact-16032816-1",
      "sourceTitle": "The ARChitects — 2025 technical report",
      "sourceUrl": "https://lambdalabsml.github.io/ARC2025_Solution_by_the_ARChitects/",
      "teamId": "16032816",
      "text": "The team’s 2025 technical report lists David Hartmann at Lambda, Inc."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-0",
      "sourceTitle": "Richard Csaky — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/richardcsaky",
      "teamId": "16132261",
      "text": "The rostered richardcsaky Kaggle profile displays the name Richard Csaky."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-1",
      "sourceTitle": "Artificial Agency Lab — research and ARC-AGI-3 project",
      "sourceUrl": "https://artificialagencylab.com/",
      "teamId": "16132261",
      "text": "Artificial Agency Lab says it built an ARC-AGI-3 agent combining structured grids and image observations with persistent context updates, keeping model weights fixed; it reports an eighth-place June milestone result."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-2",
      "sourceTitle": "Manifund — Artificial Agency ARC-AGI-3 project proposal",
      "sourceUrl": "https://manifund.org/projects/4-month-proof-of-concept-for-curiosity-driven-agents-on-arc-agi-3",
      "teamId": "16132261",
      "text": "A public ARC-AGI-3 project proposal names Richard Csaky as research lead and Côme Chevalier for engineering. The proposal describes an intended curiosity-driven proof of concept, not a verified method of the current Kaggle submission."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16132261-3",
      "sourceTitle": "Richard Csaky — ARC-AGI-3 Milestone 2 notebook",
      "sourceUrl": "https://www.kaggle.com/code/richardcsaky/arc-agi-3-milestone-2-submission",
      "teamId": "16132261",
      "text": "Richard Csaky’s Kaggle account published an “ARC-AGI-3 milestone 2 submission” notebook."
    },
    {
      "checkedAt": "2026-10-14T10:07:47.955742+00:00",
      "sourceId": "fact-16132261-4",
      "sourceTitle": "Artificial Agency Lab — own research and account links",
      "sourceUrl": "https://artificialagencylab.com/",
      "teamId": "16132261",
      "text": "Artificial Agency Lab’s own site links Richard Csaky to @ricsinaruto and its September 30 ARC-AGI-3 submission; its dated historical methods do not identify the method behind the October 14 score event."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16153655-0",
      "sourceTitle": "Michael — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/michaeltgao",
      "teamId": "16153655",
      "text": "The sole rostered michaeltgao Kaggle account displays the public name Michael; the profile does not establish a surname."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16371045-0",
      "sourceTitle": "Lord Han Solo — Kaggle profile",
      "sourceUrl": "https://www.kaggle.com/lordhansolo",
      "teamId": "16371045",
      "text": "The Kaggle account and team both use the public name Lord Han Solo. The profile itself does not supply a verified personal name."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16371045-1",
      "sourceTitle": "Lord Han Solo — Milestone 2 Kaggle notebook",
      "sourceUrl": "https://www.kaggle.com/code/lordhansolo/built-on-tufa-labs-duck-harness-milestone-2",
      "teamId": "16371045",
      "text": "Lord Han Solo published a Kaggle notebook titled “Built on Tufa Labs duck harness - Milestone 2,” explicitly crediting that earlier public harness in the notebook title."
    },
    {
      "checkedAt": "2026-10-13T03:23:30.256145+00:00",
      "sourceId": "fact-16371045-2",
      "sourceTitle": "ARC Prize — Lord Han Solo official participant credit",
      "sourceUrl": "https://x.com/arcprize/status/2105737439700787646",
      "teamId": "16371045",
      "text": "ARC Prize announced Lord Han Solo as second-place qualifying open-source ARC-AGI-3 Milestone 2 prize winner and directly linked the Kaggle profile lordhansolo."
    },
    {
      "checkedAt": "2026-10-12T19:02:36Z",
      "sourceId": "fact-16569113-0",
      "sourceTitle": "PunkCyber — public team-identification reply to the ARC Daily Digest",
      "sourceUrl": "https://x.com/cunkpyber/status/2109599257980555583",
      "teamId": "16569113",
      "text": "PunkCyber (@cunkpyber) identifies 復活の混テキスト as their team in a public reply to the ARC Daily Digest."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16569113-1",
      "sourceTitle": "Tanaka Ai24 — ARC-AGI-3 Kaggle notebook",
      "sourceUrl": "https://www.kaggle.com/code/tanakaai24/arc3-qwen3-6-duck-lb117-safety-v1",
      "teamId": "16569113",
      "text": "Roster member tanakaai24 has published a Kaggle ARC-AGI-3 notebook titled “ARC3 Qwen3.6 Duck LB117 Safety V1.” Its title alone does not establish the method behind the team’s current score."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "sourceId": "fact-16569113-2",
      "sourceTitle": "Tanaka Ai24 — ARC-AGI-3 Pathfinder notebook",
      "sourceUrl": "https://www.kaggle.com/code/tanakaai24/arc-agi-3-pathfinder-v2",
      "teamId": "16569113",
      "text": "The same Kaggle account has also published “ARC-AGI-3 Pathfinder v2,” another public notebook about the contest."
    },
    {
      "checkedAt": "2026-10-08T13:46:44Z",
      "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": "2026-10-24T10:00:00Z",
  "discussionThreads": [
    {
      "author": "ishankarnick",
      "authorName": "Ishan Karnick",
      "bodyRead": true,
      "checkedAt": "2026-10-20T21:08:18.157839+00:00",
      "commentCount": 5,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "750173",
      "latestActivityAt": "2026-10-20T18:48:00Z",
      "personIds": [],
      "postedAt": "2026-10-17T04:35:45Z",
      "reason": "Changed thread re-read in signed-in Chrome; newest public sort also rendered the new reply. Header says four comments while listing/five visible comments include the new reply.",
      "sourceId": "discussion-arc-3-750173",
      "summary": "New reply: Mirza Milan Farabi reports slow dataset/model downloads and model precaching/loading taking two or three times as long; says a run scored zero and ended after about thirty minutes. Earlier replies from Jeroen Cottaar and CPMP discuss the fifteen-minute no-move timeout and slow loading. These are participant reports, not a new host ruling or confirmed outage.",
      "title": "Two 0.00 scores since Oct 16, runs ending early. Anyone else?",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/750173",
      "visibility": "public"
    },
    {
      "author": "ruichardliu",
      "authorName": "Reki",
      "bodyRead": true,
      "checkedAt": "2026-10-20T09:06:42.417Z",
      "commentCount": 77,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "732854",
      "latestActivityAt": "2026-10-20T05:26:22Z",
      "personIds": [],
      "postedAt": "2026-08-04T19:51:47Z",
      "reason": "Fresh substantive discussion of generalization and learning from failure; expanded branch verified publicly without login.",
      "sourceId": "discussion-arc-3-732854",
      "summary": "Expanded the newest nine-reply branch. Son Pham’s October 19 23:58 UTC reply encourages a participant after a disappointing submission, recounting his own overconfidence in public evaluation and emphasizing completely unseen testing. At October 20 05:26 UTC, CPMP says an earlier ARC-AGI-1 solver went from 75% evaluation to 6% on submission, before his team’s subsequent ARC-AGI-2 win. These are attributed recollections, not new contest scores. Deleted posts remain deleted; a third-party score allegation was not promoted as a verified result.",
      "title": "What are your agents scoring on the 25 public games?",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/732854",
      "visibility": "public"
    },
    {
      "author": "franciseliang",
      "authorName": "Francise Liang",
      "bodyRead": true,
      "checkedAt": "2026-10-20T09:06:08.009Z",
      "commentCount": 1,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "750885",
      "latestActivityAt": "2026-10-20T03:17:00Z",
      "personIds": [],
      "postedAt": "2026-10-20T02:03:44Z",
      "reason": "New substantive participant experiments and negative results; signed-in body/reply read, then verified readable without login.",
      "sourceId": "discussion-arc-3-750885",
      "summary": "Francise Liang reports stopping work and shares tests of Franzen’s public Milestone 2 notebook on an RTX Pro 6000, with 25 public games and two passes per run. Two unchanged runs averaged 47.30 and 48.92; per-game differences had a reported standard deviation of 24 points. Increasing concurrent streams from ten to fourteen reduced the reported mean from 47.30 to 29.90 and throughput; stopping stalled levels at 110k tokens gave 38.97 versus a two-run baseline average of 48.11. Liang recommends repeated comparisons. These are participant measurements on public games, not independently reproduced results or hidden-board scores. Reply author xiaoz259 attributes poor throughput to insufficient KV-cache memory and lane preemption.",
      "title": "How noisy is an offline eval of the Franzen M2 harness? Plus two negative results (more streams, stall cutoff)",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/750885",
      "visibility": "public"
    }
  ],
  "editorialIntake": [],
  "events": [
    {
      "from": null,
      "id": "17185006",
      "name": "Smallfish",
      "rankFrom": null,
      "rankTo": 139,
      "t": "2026-10-24T01:09:33Z",
      "to": 33.1
    },
    {
      "from": 34.63,
      "id": "16473956",
      "name": "slop grenades",
      "rankFrom": 56,
      "rankTo": 34,
      "t": "2026-10-24T01:39:38Z",
      "to": 36.46
    },
    {
      "from": 30.03,
      "id": "16960925",
      "name": "Twe Dyo",
      "rankFrom": 692,
      "rankTo": 461,
      "t": "2026-10-24T01:39:38Z",
      "to": 30.95
    },
    {
      "from": 29.83,
      "id": "16429632",
      "name": "in blue",
      "rankFrom": 742,
      "rankTo": 31,
      "t": "2026-10-24T03:09:54Z",
      "to": 36.87
    },
    {
      "from": 52.82,
      "id": "15605182",
      "name": "Team Turducken",
      "rankFrom": 3,
      "rankTo": 3,
      "t": "2026-10-24T06:10:13Z",
      "to": 56.02
    },
    {
      "from": 67.77,
      "id": "15499660",
      "name": "Yi-Chia Chen",
      "rankFrom": 2,
      "rankTo": 2,
      "t": "2026-10-24T06:40:16Z",
      "to": 68.21
    },
    {
      "from": 34.69,
      "id": "15525358",
      "name": "paul",
      "rankFrom": 57,
      "rankTo": 55,
      "t": "2026-10-24T06:40:16Z",
      "to": 34.99
    },
    {
      "from": 33.19,
      "id": "15524067",
      "name": "Patrick Chan",
      "rankFrom": 129,
      "rankTo": 120,
      "t": "2026-10-24T09:40:35Z",
      "to": 33.25
    }
  ],
  "intakeReview": [
    {
      "disposition": "covered",
      "id": "wire-2026-10-24-0158-arc-3-in-blue-climbs-to-thirty-first",
      "reason": "Developed in the edition with its observation window and source citation."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-24-0403-arc-3-yi-chia-chen-closes-gap-to-tufa-labs",
      "reason": "Developed in the edition with its observation window and source citation."
    },
    {
      "disposition": "held",
      "id": "dispatch-2026-10-22-arc3-scoring-blackout-breaking",
      "reason": "No organizer confirmation or controlled corroboration in saved evidence; hold further amplification."
    },
    {
      "disposition": "covered",
      "id": "dispatch-2026-10-23-mit-arc-meetup",
      "reason": "Developed in the edition with its observation window and source citation."
    }
  ],
  "latestAt": "2026-10-24T09:40:35Z",
  "observations": {
    "15486995": {
      "members": [
        "dlorah",
        "driessmit1",
        "infinitecreativity",
        "jeroencottaar",
        "pressman1",
        "stefano1283"
      ],
      "name": "Tufa Labs",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "15499660": {
      "members": [
        "threerabbits"
      ],
      "name": "Yi-Chia Chen",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "15501006": {
      "members": [
        "insanitycheck"
      ],
      "name": "Jan Disselhoff",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "15524067": {
      "members": [
        "drpatrickchan"
      ],
      "name": "Patrick Chan",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "15525358": {
      "members": [
        "paulvvv"
      ],
      "name": "paul",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "15605182": {
      "members": [
        "dzjiann",
        "keithtyser",
        "markbarney",
        "mitubant",
        "ngyzly",
        "scizical",
        "sonphamorg"
      ],
      "name": "Team Turducken",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "15770880": {
      "members": [
        "cpmpml",
        "darraghdog",
        "eladsarafian",
        "galkaplun",
        "sorokin",
        "yeyinzhu"
      ],
      "name": "NVARC3",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16021367": {
      "members": [
        "dwellement0baser",
        "fses91",
        "gklambauer",
        "lukasaichberger"
      ],
      "name": "the last dance 🕺",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16032816": {
      "members": [
        "dvhrtm",
        "sbrodehl"
      ],
      "name": "David Hartmann",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16132261": {
      "members": [
        "cmechevalier",
        "richardcsaky"
      ],
      "name": "artificialagencylab.com",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16153655": {
      "members": [
        "michaeltgao"
      ],
      "name": "mtg",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16371045": {
      "members": [
        "lordhansolo"
      ],
      "name": "Lord Han Solo",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16490178": {
      "members": [
        "florenciasolange",
        "grigoriyzatravkin"
      ],
      "name": "Grigoriy Zatravkin",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16569113": {
      "members": [
        "isakatsuyoshi",
        "konbu17",
        "pompom555",
        "refv00",
        "tanakaai24",
        "tk256ailab",
        "ttyn4519",
        "yuto0712"
      ],
      "name": "復活の混テキスト",
      "observedAt": "2026-10-24T09:40:35Z"
    },
    "16958599": {
      "members": [
        "majkel1337"
      ],
      "name": "Majkel1337",
      "observedAt": "2026-10-24T09:40:35Z"
    }
  },
  "people": [
    {
      "id": "yi-chia-chen",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "memberHandle": "threerabbits",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15501171",
          "teamName": "Yi-Chia Chen"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "memberHandle": "threerabbits",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15499660",
          "teamName": "Yi-Chia Chen"
        }
      ],
      "name": "Yi-Chia Chen",
      "sources": [
        {
          "sourceId": "person-yi-chia-chen-identity-0",
          "text": "Verified kaggle account: threerabbits"
        },
        {
          "sourceId": "person-yi-chia-chen-fact-0",
          "text": "Yi-Chia Chen’s Kaggle profile lists her as a Competitions Master and a double-degree student at National Taiwan University and Waseda University."
        },
        {
          "sourceId": "person-yi-chia-chen-fact-1",
          "text": "Yi-Chia Chen authored a Kaggle write-up for a third-place solution in Eedi — Mining Misconceptions in Mathematics."
        },
        {
          "sourceId": "person-yi-chia-chen-fact-2",
          "text": "Yi-Chia Chen’s public Kaggle account is threerabbits. The profile lists she/her pronouns and displays an avatar of two rabbits."
        },
        {
          "sourceId": "person-yi-chia-chen-roster-0",
          "text": "threerabbits observed in Yi-Chia Chen (arc-prize-2026-arc-agi-2, team 15501171) between 2026-10-09T18:53:30Z and 2026-10-23T21:39:11Z."
        },
        {
          "sourceId": "person-yi-chia-chen-roster-1",
          "text": "threerabbits observed in Yi-Chia Chen (arc-prize-2026-arc-agi-3, team 15499660) between 2026-10-09T18:53:27Z and 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15499660"
      ]
    },
    {
      "id": "jean-francois-puget",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "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": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:11Z."
        },
        {
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "ivan-sorokin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "keith-tyser",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "15526034",
          "teamName": "ARC Raiders"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-12T10:04:19Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15508513",
          "teamName": "keithtyser"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-12T15:34:52Z",
          "lastObservedAt": "2026-10-16T21:50:59Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16447222",
          "teamName": "ARC Slayers"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-18T18:55:34Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 ARC Raiders (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-09T18:53:30Z and 2026-10-23T21:39:11Z."
        },
        {
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "dries-smit",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "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": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:11Z."
        },
        {
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jeroen-cottaar",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "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": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:11Z."
        },
        {
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jan-disselhoff",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "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": "2026-10-23T21:39:10Z",
          "memberHandle": "insanitycheck",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15501006",
          "teamName": "Jan Disselhoff"
        }
      ],
      "name": "Jan Disselhoff",
      "sources": [
        {
          "sourceId": "person-jan-disselhoff-identity-0",
          "text": "Verified kaggle account: insanitycheck"
        },
        {
          "sourceId": "person-jan-disselhoff-fact-0",
          "text": "The ARChitects’ own 2025 solution write-up credits Jan Disselhoff under the Kaggle handle insanitycheck, alongside David Hartmann (dvhrtm) and Daniel Franzen (dfranzen)."
        },
        {
          "sourceId": "person-jan-disselhoff-fact-1",
          "text": "The team’s 2025 technical report lists Jan Disselhoff at Johannes Gutenberg University Mainz."
        },
        {
          "sourceId": "person-jan-disselhoff-archive-0",
          "text": "ARC Prize 2025 runner-up · the ARChitects"
        },
        {
          "sourceId": "person-jan-disselhoff-archive-1",
          "text": "ARC Prize 2024 champion · the ARChitects"
        },
        {
          "sourceId": "person-jan-disselhoff-roster-0",
          "text": "insanitycheck observed in Jan Disselhoff (arc-prize-2026-arc-agi-2, team 15507730) between 2026-10-09T18:53:30Z and 2026-10-23T21:39:11Z."
        },
        {
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15501006"
      ]
    },
    {
      "id": "david-hartmann",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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": "David Hartmann"
        }
      ],
      "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 David Hartmann (arc-prize-2026-arc-agi-3, team 16032816) between 2026-10-09T18:53:27Z and 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "isaiahp",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T22:23:52Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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": "2026-10-23T21:39:11Z",
          "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 2026-10-23T21:39:10Z."
        },
        {
          "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 2026-10-23T21:39:11Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "mark-barney",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-11T20:02:55Z",
          "lastObservedAt": "2026-10-23T21:39:11Z",
          "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": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:11Z."
        },
        {
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "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": "2026-10-23T21:39:10Z",
          "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": "2026-10-23T21:39:11Z",
          "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 2026-10-23T21:39:10Z."
        },
        {
          "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 2026-10-23T21:39:11Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "lord-han-solo",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T03:07:24Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "16371045"
      ]
    },
    {
      "id": "darragh-hanley",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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": "2026-10-23T21:39:11Z",
          "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 2026-10-23T21:39:10Z."
        },
        {
          "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 2026-10-23T21:39:11Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "elad-sarafian",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "gal-kaplun",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "yeyin-zhu",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "stefano-viel",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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": "2026-10-23T21:39:11Z",
          "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 2026-10-23T21:39:10Z."
        },
        {
          "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 2026-10-23T21:39:11Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "richard-csaky",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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 2026-10-23T21:39:10Z."
        },
        {
          "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": "2026-10-23T21:39:10Z",
          "memberHandle": "fses91",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16021367",
          "teamName": "the last dance 🕺"
        }
      ],
      "name": "fses91",
      "sources": [
        {
          "sourceId": "person-fses91-identity-0",
          "text": "Verified kaggle account: fses91"
        },
        {
          "sourceId": "person-fses91-identity-1",
          "text": "Verified x account: fses91"
        },
        {
          "sourceId": "person-fses91-roster-0",
          "text": "fses91 observed in the last dance 🕺 (arc-prize-2026-arc-agi-3, team 16021367) between 2026-10-14T09:44:09Z and 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "lukas-aichberger",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "memberHandle": "lukasaichberger",
          "season": "2026",
          "sourceTitle": "Public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16021367",
          "teamName": "the last dance 🕺"
        }
      ],
      "name": "Lukas Aichberger",
      "sources": [
        {
          "sourceId": "person-lukas-aichberger-identity-0",
          "text": "Verified kaggle account: lukasaichberger"
        },
        {
          "sourceId": "person-lukas-aichberger-identity-1",
          "text": "Verified x account: aichberger"
        },
        {
          "sourceId": "person-lukas-aichberger-roster-0",
          "text": "lukasaichberger observed in the last dance 🕺 (arc-prize-2026-arc-agi-3, team 16021367) between 2026-10-14T09:44:09Z and 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "grigoriy-zatravkin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-17T09:52:12Z",
          "lastObservedAt": "2026-10-23T21:39:10Z",
          "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"
        }
      ],
      "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 (arc-prize-2026-arc-agi-3, team 16490178) between 2026-10-17T09:52:12Z and 2026-10-23T21:39:10Z."
        }
      ],
      "teamIds": [
        "16490178"
      ]
    }
  ],
  "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
      ]
    ],
    "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
      ],
      [
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        67.49,
        2
      ],
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        67.77,
        2
      ],
      [
        "2026-10-24T06:40:16Z",
        68.21,
        2
      ]
    ],
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        "2026-10-08T01:42:37Z",
        28.23,
        505
      ],
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        "2026-10-08T03:12:43Z",
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        506
      ],
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        28.23,
        508
      ],
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        "2026-10-08T05:12:54Z",
        28.23,
        509
      ],
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        "2026-10-08T05:42:56Z",
        28.23,
        510
      ],
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        "2026-10-08T06:12:58Z",
        28.23,
        512
      ],
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        "2026-10-08T06:43:01Z",
        28.23,
        513
      ],
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        "2026-10-08T07:13:03Z",
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      ],
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        "2026-10-08T07:43:06Z",
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        517
      ],
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        "2026-10-08T09:13:13Z",
        28.23,
        521
      ],
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        "2026-10-08T09:43:15Z",
        28.23,
        525
      ],
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        "2026-10-08T10:13:18Z",
        28.23,
        526
      ],
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        "2026-10-08T10:43:20Z",
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        529
      ],
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        "2026-10-08T11:43:26Z",
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      ],
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      ],
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      ],
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        "2026-10-08T13:43:38Z",
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        "2026-10-08T14:49:57Z",
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        28.23,
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        28.23,
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        28.23,
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        "2026-10-09T18:23:18Z",
        28.23,
        608
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        28.23,
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        "2026-10-09T19:53:38Z",
        28.23,
        610
      ],
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        "2026-10-09T20:23:41Z",
        28.23,
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        28.23,
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        28.23,
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        28.23,
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        28.23,
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        28.23,
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        28.23,
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      [
        "2026-10-10T08:59:42Z",
        28.23,
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        "2026-10-10T09:29:44Z",
        28.23,
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      ],
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        28.23,
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      ],
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        28.23,
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        28.23,
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        "2026-10-10T11:59:56Z",
        28.23,
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      ],
      [
        "2026-10-10T13:00:02Z",
        28.23,
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      ],
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        "2026-10-10T13:30:07Z",
        28.23,
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      [
        "2026-10-10T14:00:10Z",
        28.23,
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        28.23,
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        "2026-10-10T15:30:17Z",
        28.23,
        655
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        "2026-10-10T16:00:20Z",
        28.23,
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      ],
      [
        "2026-10-10T16:30:23Z",
        28.23,
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      ],
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        "2026-10-10T17:00:25Z",
        28.23,
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      [
        "2026-10-10T18:00:31Z",
        28.23,
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      ],
      [
        "2026-10-10T18:30:33Z",
        28.23,
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      ],
      [
        "2026-10-10T19:00:36Z",
        28.23,
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      [
        "2026-10-10T19:30:39Z",
        28.23,
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      ],
      [
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        28.23,
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      ],
      [
        "2026-10-10T20:30:44Z",
        28.23,
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      ],
      [
        "2026-10-10T22:30:55Z",
        28.23,
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      ],
      [
        "2026-10-10T23:00:58Z",
        28.23,
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      ],
      [
        "2026-10-11T00:01:04Z",
        28.23,
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        28.23,
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      ],
      [
        "2026-10-11T01:31:14Z",
        28.23,
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      ],
      [
        "2026-10-11T02:01:17Z",
        28.23,
        682
      ],
      [
        "2026-10-11T02:31:19Z",
        28.23,
        683
      ],
      [
        "2026-10-11T03:01:22Z",
        28.23,
        684
      ],
      [
        "2026-10-11T03:31:24Z",
        28.23,
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      ],
      [
        "2026-10-11T04:01:27Z",
        28.23,
        686
      ],
      [
        "2026-10-11T05:01:32Z",
        28.23,
        687
      ],
      [
        "2026-10-11T07:31:46Z",
        28.23,
        688
      ],
      [
        "2026-10-11T08:31:51Z",
        28.23,
        689
      ],
      [
        "2026-10-11T09:31:57Z",
        28.23,
        704
      ],
      [
        "2026-10-11T10:01:59Z",
        28.23,
        705
      ],
      [
        "2026-10-11T10:32:02Z",
        28.23,
        706
      ],
      [
        "2026-10-11T11:32:07Z",
        28.23,
        707
      ],
      [
        "2026-10-11T12:02:10Z",
        28.23,
        709
      ],
      [
        "2026-10-11T12:32:12Z",
        28.23,
        714
      ],
      [
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        28.23,
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      ],
      [
        "2026-10-11T13:32:18Z",
        28.23,
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      ],
      [
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        28.23,
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      ],
      [
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        28.23,
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      ],
      [
        "2026-10-11T16:02:32Z",
        28.23,
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      ],
      [
        "2026-10-11T16:32:34Z",
        28.23,
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      ],
      [
        "2026-10-11T17:32:40Z",
        28.23,
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      ],
      [
        "2026-10-11T18:02:43Z",
        28.23,
        726
      ],
      [
        "2026-10-11T19:02:48Z",
        28.23,
        727
      ],
      [
        "2026-10-11T19:32:50Z",
        28.23,
        728
      ],
      [
        "2026-10-11T20:02:53Z",
        28.23,
        730
      ],
      [
        "2026-10-11T20:32:58Z",
        28.23,
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      ],
      [
        "2026-10-11T21:33:04Z",
        28.23,
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      ],
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        28.23,
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      ],
      [
        "2026-10-11T22:33:10Z",
        28.23,
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      ],
      [
        "2026-10-11T23:03:12Z",
        28.23,
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      ],
      [
        "2026-10-11T23:33:15Z",
        28.23,
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      ],
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        "2026-10-12T00:33:22Z",
        28.23,
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      ],
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        "2026-10-12T01:03:26Z",
        28.23,
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        28.23,
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      ],
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        "2026-10-12T03:33:39Z",
        28.23,
        748
      ],
      [
        "2026-10-12T04:03:42Z",
        28.23,
        751
      ],
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        28.23,
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        28.23,
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      ],
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        28.23,
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      ],
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        "2026-10-12T11:04:27Z",
        28.23,
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      ],
      [
        "2026-10-12T11:34:30Z",
        28.23,
        763
      ],
      [
        "2026-10-12T12:34:35Z",
        28.23,
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      ],
      [
        "2026-10-12T13:34:40Z",
        28.23,
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      ],
      [
        "2026-10-12T14:04:43Z",
        28.23,
        767
      ],
      [
        "2026-10-12T15:04:49Z",
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        "headline": "Son Pham reports ARC-AGI-3 scoring blackout: teams flying blind",
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        "image": {
          "alt": "AI editorial cartoon: five spider mascots, two rabbits, the seven-character Turducken crew with two Yorkies, and rival engineers gather with lanterns beneath an unlit scoreboard.",
          "caption": "Lights Out at the Scoring Hall — AI editorial illustration, October 22, 2026. A metaphor for Son Pham’s reported scoring problem; the machines and scene are fictional. The blank board makes no claim about any team’s score.",
          "src": "/news-images/2026-10-22-arc3-lights-out-scoring-hall-v1.png"
        },
        "publishedAt": "2026-10-23T00:32:30.134370+00:00",
        "sections": [
          {
            "heading": "Breaking tip — more details to follow",
            "sourceIds": [
              "son-report",
              "son-followup"
            ],
            "text": "Son Pham reports zero scores from ARC-AGI-3 notebook runs and says competitors are relying on local estimates while waiting for answers. In a message this evening, he described a scoring “blackout” and said there had been no official answers from Kaggle. This is an initial participant report: the scope and cause have not been independently established. Pham plans to post a Kaggle discussion. Additional details to follow."
          }
        ],
        "sourceId": "dispatch-2026-10-22-arc3-scoring-blackout-breaking",
        "sources": [
          {
            "accessedAt": "2026-10-23T00:32:30.134370+00:00",
            "id": "son-report",
            "title": "Son Pham — October 22, 8:21 pm Eastern report in the team Discord; relayed for publication",
            "url": "https://discord.com/channels/1487180694773039185/1487216946171609220/1562984387534913658"
          },
          {
            "accessedAt": "2026-10-23T00:32:30.134370+00:00",
            "id": "son-followup",
            "title": "Son Pham — October 22, 8:22 pm Eastern publication request and planned Kaggle discussion",
            "url": "https://discord.com/channels/1487180694773039185/1487216946171609220/1562984535132471309"
          }
        ]
      },
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "Photo and identifications supplied by Mark Barney, who commissioned and approved this illustration. Cybernetic equipment, heroic costumes and the futuristic setting are editorial fantasy.",
        "generatedBy": "gpt-6.1-sol",
        "headline": "Meeting Tufa, the mystery puzzle masters and Matt at MIT",
        "id": "2026-10-23-mit-arc-meetup",
        "image": {
          "alt": "Heroic cyberpunk cartoon inspired by the MIT group photo, left to right: Dries Smit, two unnamed ARC3 puzzle masters, Son Pham and Matt Mazur. Navy and vivid pink puzzle architecture echoes the event badge; all five faces are visible.",
          "caption": "The ARC crowd at MIT, October 23, 2026, reimagined as cyberpunk research heroes. AI editorial cartoon inspired by the group photo and summit badge supplied by Mark Barney. The original photograph is linked below.",
          "src": "/news-images/2026-10-23-mit-arc-heroic-cartoon-v1.png"
        },
        "publishedAt": "2026-10-24T03:46:16.800698+00:00",
        "sections": [
          {
            "sourceIds": [
              "editor-photo",
              "summit",
              "arc-prize-team"
            ],
            "text": "We got to meet the competition from Tufa Labs, the advanced ARC3 puzzle masters who shall remain nameless, and Matt Mazur, who heads testing at ARC Prize. It was a great thrill to meet everyone in person at the ARC gathering at MIT."
          },
          {
            "sourceIds": [
              "editor-photo",
              "tufa-team"
            ],
            "text": "From left to right in the photo: Tufa’s Dries Smit, the two mysterious puzzle masters, Son Pham and Matt. Dries, as it turns out, is very tall. The puzzle masters’ names will remain a puzzle."
          },
          {
            "sourceIds": [
              "editor-photo"
            ],
            "text": "For our customary cyberpunk cartoon, everybody gets extra gear. The puzzle masters get the most advanced equipment, naturally. The summit badge supplies the pink puzzle shapes and midnight-blue setting. The smiles are real; the cybernetics were added afterward."
          }
        ],
        "sourceId": "dispatch-2026-10-23-mit-arc-meetup",
        "sources": [
          {
            "accessedAt": "2026-10-24T03:33:32Z",
            "id": "editor-photo",
            "title": "Original group photo supplied by Mark Barney, October 23; people and positions identified by the editor",
            "url": "https://arc.markbarney.net/news-images/references/2026-10-23-mit-arc-group-original.png"
          },
          {
            "accessedAt": "2026-10-24T03:33:32Z",
            "id": "summit",
            "title": "ARC Prize Research Summit 2026 — October 23, hosted in collaboration with MIT",
            "url": "https://arcprize.org/events/research-summit-2026"
          },
          {
            "accessedAt": "2026-10-24T03:33:32Z",
            "id": "tufa-team",
            "title": "Tufa Labs — Dries Smit, AI researcher",
            "url": "https://tufalabs.ai/team/"
          },
          {
            "accessedAt": "2026-10-24T03:33:32Z",
            "id": "arc-prize-team",
            "title": "ARC Prize Foundation team — Matt Mazur, Model Testing & Analysis",
            "url": "https://arcprize.org/about"
          }
        ]
      }
    ],
    "limitations": [],
    "previousEditionId": "2026-10-23-evening-arc-3",
    "since": "2026-10-23T22:00:00Z",
    "through": "2026-10-24T10:00:00Z",
    "wireStories": [
      {
        "competition": "arc-3",
        "dataAsOf": "2026-10-24T05:40:10Z",
        "generatedBy": "gpt-6-luna",
        "headline": "in blue climbs from 742nd to 31st on ARC-AGI-3",
        "id": "2026-10-24-0158-arc-3-in-blue-climbs-to-thirty-first",
        "personIds": [],
        "publishedAt": "2026-10-24T05:58:31Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "in blue gained 7.04 to reach 36.87 on the ARC-AGI-3 public board, moving from 742nd to 31st in the past day."
          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "That climb puts in blue among the board's top 31 teams. Public standings remain provisional."
          }
        ],
        "since": "2026-10-23T05:09:17Z",
        "sourceId": "wire-2026-10-24-0158-arc-3-in-blue-climbs-to-thirty-first",
        "sources": [
          {
            "accessedAt": "2026-10-24T05:57:55Z",
            "id": "board-arc-3",
            "title": "ARC-AGI-3 public leaderboard: saved board and the past day's changes",
            "url": "https://arc.markbarney.net/kaggle-leaderboard"
          }
        ],
        "teamIds": [
          "16429632"
        ]
      },
      {
        "competition": "arc-3",
        "dataAsOf": "2026-10-24T07:40:22Z",
        "generatedBy": "gpt-6-luna",
        "headline": "Yi-Chia Chen closes ARC-3 gap to Tufa Labs to 0.70",
        "id": "2026-10-24-0403-arc-3-yi-chia-chen-closes-gap-to-tufa-labs",
        "personIds": [
          "yi-chia-chen"
        ],
        "publishedAt": "2026-10-24T08:03:44Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "Yi-Chia Chen gained 0.44 points to reach 68.21, holding 2nd on ARC-AGI-3. Tufa Labs leads at 68.91, unchanged."
          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The 0.70-point margin keeps the top two close, with Tufa Labs having led since October 13."
          }
        ],
        "since": "2026-10-23T07:12:01Z",
        "sourceId": "wire-2026-10-24-0403-arc-3-yi-chia-chen-closes-gap-to-tufa-labs",
        "sources": [
          {
            "accessedAt": "2026-10-24T08:03:21Z",
            "id": "board-arc-3",
            "title": "ARC-AGI-3 public leaderboard: saved board and the past day's changes",
            "url": "https://arc.markbarney.net/kaggle-leaderboard"
          }
        ],
        "teamIds": [
          "15499660",
          "15486995"
        ],
        "visual": {
          "alt": "Yi-Chia Chen’s Kaggle profile picture",
          "href": "/news/people/yi-chia-chen",
          "src": "/news-images/people/yi-chia-chen.webp"
        }
      }
    ]
  }
}