{
  "accessedAt": "2026-10-16T10:02:27Z",
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    "dataAsOf": "2026-10-16T09:49:44Z",
    "generationRecord": "2026-10-14-valley-gyroscopic-siege-v1-base",
    "headline": "The last dance takes third as the ARC-3 chase shifts again",
    "historyChart": null,
    "id": "2026-10-16-morning-arc-3-1aab50bd53",
    "image": {
      "alt": "Editorial illustration for The last dance takes third as the ARC-3 chase shifts again. Tufa Labs: rank 1, score 68.91; Yi-Chia Chen: rank 2, score 67.49.",
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        31.91,
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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": "2026-10-08T03:38:00Z",
      "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": "2026-10-08T13:46:44Z",
      "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": "2026-10-16T10:00:00Z",
  "discussionThreads": [
    {
      "author": "justnoone2026",
      "authorName": "Vitalii Berezniak",
      "bodyRead": true,
      "checkedAt": "2026-10-16T09:14:58Z",
      "commentCount": 6,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "745079",
      "latestActivityAt": "2026-10-16T00:39:16Z",
      "personIds": [],
      "postedAt": "2026-10-02T05:03:20Z",
      "reason": "New staff reply #3539446; signed-in dates and logged-out body/reply verified. Report as refusal to interpret, never an eligibility ruling.",
      "sourceId": "discussion-arc-3-745079",
      "summary": "On October 16 at 00:39:16 UTC, María Cruz, labelled Kaggle Staff, responds that Kaggle cannot offer guidance or interpretation on model licences under the competition rules. The thread asks about Qwen3.8-Flash-Next, with follow-ups on NVIDIA’s build and unknown-licence dependencies. All six displayed comments were read. This leaves eligibility unresolved; it neither approves nor excludes a model.",
      "title": "Rules clarification: is Qwen3.8-Flash-Next (Qwen Community License 1.0) allowed in a prize-eligible solution?",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/745079",
      "visibility": "public"
    },
    {
      "author": "cpmpml",
      "authorName": "CPMP",
      "bodyRead": true,
      "checkedAt": "2026-10-13T01:18:40.492Z",
      "commentCount": 19,
      "competition": "arc-3",
      "decision": "paper-lead",
      "id": "746010",
      "latestActivityAt": "2026-10-12T15:07:23Z",
      "personIds": [
        "jean-francois-puget",
        "son-pham",
        "daniel-franzen"
      ],
      "postedAt": null,
      "reason": "Original publicly accessible thread and relevant replies rechecked; retain this reviewed context alongside the newer ARC-2 sources.",
      "sourceId": "discussion-arc-3-746010",
      "summary": "In CPMP’s thread about the mismatch between a notebook’s displayed score and Franzen’s leaderboard entry, Son Pham suggests inherited notebook metadata from an API-submitted derivative could explain the display. His explanation is a hypothesis, with no organizer confirmation observed. The notebook display should not be treated as proof of a new Franzen leaderboard score.",
      "title": "How come D Franzen score does not appear on LB?",
      "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/746010",
      "visibility": "public"
    }
  ],
  "editorialIntake": [
    {
      "id": "gemini-4-argon-aha-moments-feature",
      "title": "Gemini 4 Argon's mind-blown moments on ARC-AGI-3"
    },
    {
      "id": "gemini-4-argon-shouts-scored-feature",
      "title": "Front-page feature for the October 16 Early edition: Gemini 4 Argon's shouts, scored"
    },
    {
      "id": "oct16-early-gyroscopic-siege-art",
      "title": "Gyroscopic Siege for October 16 Early edition"
    }
  ],
  "events": [
    {
      "from": 30.85,
      "id": "16716641",
      "name": "Thuitanium",
      "rankFrom": 356,
      "rankTo": 83,
      "t": "2026-10-16T00:18:49Z",
      "to": 33.26
    },
    {
      "from": null,
      "id": "17125772",
      "name": "wuhenziguadongnanzhi",
      "rankFrom": null,
      "rankTo": 468,
      "t": "2026-10-16T00:48:52Z",
      "to": 30.31
    },
    {
      "from": 28.45,
      "id": "15488774",
      "name": "Kenleung Leung",
      "rankFrom": 858,
      "rankTo": 491,
      "t": "2026-10-16T00:48:52Z",
      "to": 30.21
    },
    {
      "from": 29.4,
      "id": "17073597",
      "name": "Ibar-Aki",
      "rankFrom": 654,
      "rankTo": 227,
      "t": "2026-10-16T01:18:55Z",
      "to": 31.64
    },
    {
      "from": 29.28,
      "id": "17051267",
      "name": "budongyy",
      "rankFrom": 683,
      "rankTo": 340,
      "t": "2026-10-16T01:18:55Z",
      "to": 31
    },
    {
      "from": 42.66,
      "id": "16958599",
      "name": "Majkel1337",
      "rankFrom": 7,
      "rankTo": 5,
      "t": "2026-10-16T02:19:01Z",
      "to": 44.84
    },
    {
      "from": 28.59,
      "id": "15497430",
      "name": "Kumar Abhijeet",
      "rankFrom": 827,
      "rankTo": 251,
      "t": "2026-10-16T02:19:01Z",
      "to": 31.47
    },
    {
      "from": 29.16,
      "id": "17030255",
      "name": "democatXamer",
      "rankFrom": 708,
      "rankTo": 255,
      "t": "2026-10-16T02:19:01Z",
      "to": 31.47
    },
    {
      "from": 29.77,
      "id": "16977974",
      "name": "Roman Mironov",
      "rankFrom": 582,
      "rankTo": 435,
      "t": "2026-10-16T02:49:04Z",
      "to": 30.44
    },
    {
      "from": 28.34,
      "id": "16429297",
      "name": "Dipam and Om",
      "rankFrom": 885,
      "rankTo": 496,
      "t": "2026-10-16T03:49:09Z",
      "to": 30.21
    },
    {
      "from": 26.18,
      "id": "16872033",
      "name": "hylexi",
      "rankFrom": 1259,
      "rankTo": 92,
      "t": "2026-10-16T05:49:21Z",
      "to": 33.21
    },
    {
      "from": 30.26,
      "id": "15487549",
      "name": "Muurur",
      "rankFrom": 484,
      "rankTo": 257,
      "t": "2026-10-16T05:49:21Z",
      "to": 31.47
    },
    {
      "from": 26.06,
      "id": "16490178",
      "name": "Grigoriy Zatravkin",
      "rankFrom": 1274,
      "rankTo": 10,
      "t": "2026-10-16T07:19:29Z",
      "to": 40.63
    },
    {
      "from": 26.32,
      "id": "15486998",
      "name": "Will",
      "rankFrom": 1246,
      "rankTo": 128,
      "t": "2026-10-16T07:19:29Z",
      "to": 32.66
    },
    {
      "from": 43.64,
      "id": "16021367",
      "name": "the last dance 🕺",
      "rankFrom": 7,
      "rankTo": 3,
      "t": "2026-10-16T08:19:36Z",
      "to": 49.85
    },
    {
      "from": 27.64,
      "id": "16569224",
      "name": "kentaro_kato",
      "rankFrom": 1031,
      "rankTo": 378,
      "t": "2026-10-16T08:19:36Z",
      "to": 30.78
    },
    {
      "from": null,
      "id": "17109403",
      "name": "Delvantic",
      "rankFrom": null,
      "rankTo": 400,
      "t": "2026-10-16T08:19:36Z",
      "to": 30.66
    },
    {
      "from": 31.36,
      "id": "17044861",
      "name": "Zyy7390",
      "rankFrom": 279,
      "rankTo": 28,
      "t": "2026-10-16T09:19:41Z",
      "to": 36.22
    },
    {
      "from": 27.8,
      "id": "15511931",
      "name": "trytrytry",
      "rankFrom": 1008,
      "rankTo": 48,
      "t": "2026-10-16T09:19:41Z",
      "to": 34.07
    },
    {
      "from": 31.03,
      "id": "15525358",
      "name": "paul",
      "rankFrom": 339,
      "rankTo": 56,
      "t": "2026-10-16T09:19:41Z",
      "to": 33.83
    },
    {
      "from": 27.88,
      "id": "17044772",
      "name": "by",
      "rankFrom": 990,
      "rankTo": 316,
      "t": "2026-10-16T09:19:41Z",
      "to": 31.15
    },
    {
      "from": 28.96,
      "id": "16296124",
      "name": "Tatu Helander",
      "rankFrom": 764,
      "rankTo": 374,
      "t": "2026-10-16T09:19:41Z",
      "to": 30.81
    },
    {
      "from": 31.91,
      "id": "16765941",
      "name": "yin",
      "rankFrom": 199,
      "rankTo": 90,
      "t": "2026-10-16T09:49:44Z",
      "to": 33.23
    },
    {
      "from": 31.05,
      "id": "16744883",
      "name": "Madiyar Khamzanov",
      "rankFrom": 338,
      "rankTo": 332,
      "t": "2026-10-16T09:49:44Z",
      "to": 31.07
    }
  ],
  "frontPageFeatureId": "2026-10-15-gemini-4-argon-shouts-scored",
  "intakeReview": [
    {
      "disposition": "not-selected",
      "id": "wire-2026-10-16-0000-arc-3-zakinosuke-climbs-into-top-fifty",
      "reason": "Current medal and leading-challenger developments take precedence; this earlier item remains in the archive."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-16-0202-arc-3-hylexi-climbs-into-top-hundred",
      "reason": "Developed in the issue with final-cutoff context."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-16-0202-arc-3-thuitanium-breaks-into-top-hundred",
      "reason": "Developed in the issue with final-cutoff context."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-16-0358-arc-3-grigoriy-zatravkin-reaches-tenth",
      "reason": "Developed in the issue with final-cutoff context."
    },
    {
      "disposition": "covered",
      "id": "wire-2026-10-16-0558-arc-3-zyy7390-climbs-to-28th",
      "reason": "Developed in the issue with final-cutoff context."
    },
    {
      "disposition": "covered",
      "id": "dispatch-2026-10-15-gemini-4-argon-mind-blown",
      "reason": "Developed in the issue with final-cutoff context."
    },
    {
      "disposition": "not-selected",
      "id": "dispatch-2026-10-15-special-argon-haiku-bp35",
      "reason": "Current medal and leading-challenger developments take precedence; this earlier item remains in the archive."
    },
    {
      "disposition": "covered",
      "id": "dispatch-2026-10-15-gemini-4-argon-shouts-scored",
      "reason": "Developed in the issue with final-cutoff context."
    },
    {
      "disposition": "covered",
      "id": "editorial-gemini-4-argon-aha-moments-feature",
      "reason": "Earlier Claude Sonnet 5.5 dispatch cited and credited; placement superseded by commissioned follow-up."
    },
    {
      "disposition": "covered",
      "id": "editorial-gemini-4-argon-shouts-scored-feature",
      "reason": "Protected front-page feature retained unchanged with Claude Opus 5.5 credit; recap, Discord summary and routine X announcement point readers to it."
    },
    {
      "disposition": "covered",
      "id": "editorial-oct16-early-gyroscopic-siege-art",
      "reason": "Unused approved stock selected after full roster checks; fresh composition attached to this issue."
    }
  ],
  "latestAt": "2026-10-16T09:49:44Z",
  "observations": {
    "15486995": {
      "members": [
        "dlorah",
        "driessmit1",
        "infinitecreativity",
        "jeroencottaar",
        "pressman1",
        "stefano1283"
      ],
      "name": "Tufa Labs",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "15499660": {
      "members": [
        "threerabbits"
      ],
      "name": "Yi-Chia Chen",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "15501006": {
      "members": [
        "insanitycheck"
      ],
      "name": "Jan Disselhoff",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "15605182": {
      "members": [
        "markbarney",
        "scizical",
        "sonphamorg"
      ],
      "name": "Son & Mark & Ronen",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "15770880": {
      "members": [
        "cpmpml",
        "darraghdog",
        "eladsarafian",
        "galkaplun",
        "sorokin",
        "yeyinzhu"
      ],
      "name": "NVARC3",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16021367": {
      "members": [
        "dwellement0baser",
        "fses91",
        "gklambauer",
        "lukasaichberger"
      ],
      "name": "the last dance 🕺",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16032816": {
      "members": [
        "dvhrtm",
        "sbrodehl"
      ],
      "name": "David Hartmann",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16132261": {
      "members": [
        "cmechevalier",
        "richardcsaky"
      ],
      "name": "artificialagencylab.com",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16153655": {
      "members": [
        "michaeltgao"
      ],
      "name": "mtg",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16371045": {
      "members": [
        "lordhansolo"
      ],
      "name": "Lord Han Solo",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16447222": {
      "members": [
        "dzjiann",
        "keithtyser",
        "mitubant",
        "ngyzly"
      ],
      "name": "ARC Slayers",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16490178": {
      "members": [
        "florenciasolange",
        "grigoriyzatravkin"
      ],
      "name": "Grigoriy Zatravkin",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16765941": {
      "members": [
        "yinsong"
      ],
      "name": "yin",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "16958599": {
      "members": [
        "majkel1337"
      ],
      "name": "Majkel1337",
      "observedAt": "2026-10-16T09:49:44Z"
    },
    "17044861": {
      "members": [
        "zyy7390"
      ],
      "name": "Zyy7390",
      "observedAt": "2026-10-16T09:49:44Z"
    }
  },
  "people": [
    {
      "id": "yi-chia-chen",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "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": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:35Z."
        },
        {
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15499660"
      ]
    },
    {
      "id": "jean-francois-puget",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "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": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:35Z."
        },
        {
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "ivan-sorokin",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "keith-tyser",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "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": "2026-10-15T21:48:34Z",
          "memberHandle": "keithtyser",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "16447222",
          "teamName": "ARC Slayers"
        }
      ],
      "name": "Keith Tyser",
      "sources": [
        {
          "sourceId": "person-keith-tyser-identity-0",
          "text": "Verified kaggle account: keithtyser"
        },
        {
          "sourceId": "person-keith-tyser-identity-1",
          "text": "Verified x account: keithtyser"
        },
        {
          "sourceId": "person-keith-tyser-fact-0",
          "text": "Keith Tyser describes his work as AI/ML engineering and data science on his professional website."
        },
        {
          "sourceId": "person-keith-tyser-roster-0",
          "text": "keithtyser observed in ARC Raiders (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-09T18:53:30Z and 2026-10-15T21:48:35Z."
        },
        {
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "16447222"
      ]
    },
    {
      "id": "dries-smit",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "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": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:35Z."
        },
        {
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jeroen-cottaar",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "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": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:35Z."
        },
        {
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "jan-disselhoff",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-09T18:53:30Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "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": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:35Z."
        },
        {
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15501006"
      ]
    },
    {
      "id": "david-hartmann",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T18:53:27Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "16032816"
      ]
    },
    {
      "id": "francois-chollet",
      "memberships": [],
      "name": "François Chollet",
      "sources": [
        {
          "sourceId": "person-francois-chollet-identity-0",
          "text": "Verified x account: fchollet"
        },
        {
          "sourceId": "person-francois-chollet-fact-0",
          "text": "ARC Prize’s official profile identifies François Chollet as a co-founder."
        },
        {
          "sourceId": "person-francois-chollet-archive-0",
          "text": "ARC Prize co-founder"
        }
      ],
      "teamIds": []
    },
    {
      "id": "mike-knoop",
      "memberships": [],
      "name": "Mike Knoop",
      "sources": [
        {
          "sourceId": "person-mike-knoop-identity-0",
          "text": "Verified x account: mikeknoop"
        },
        {
          "sourceId": "person-mike-knoop-fact-0",
          "text": "ARC Prize’s official profile identifies Mike Knoop as a co-founder."
        },
        {
          "sourceId": "person-mike-knoop-archive-0",
          "text": "ARC Prize co-founder"
        }
      ],
      "teamIds": []
    },
    {
      "id": "isaiahp",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-09T22:23:52Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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": "2026-10-15T21:48:35Z",
          "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 2026-10-15T21:48:34Z."
        },
        {
          "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 2026-10-15T21:48:35Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "mark-barney",
      "memberships": [
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-11T20:02:55Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "memberHandle": "markbarney",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "17023174",
          "teamName": "Mark Barney"
        },
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-11T20:02:53Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "memberHandle": "markbarney",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15605182",
          "teamName": "Son & Mark & Ronen"
        }
      ],
      "name": "Mark Barney",
      "sources": [
        {
          "sourceId": "person-mark-barney-identity-0",
          "text": "Verified kaggle account: markbarney"
        },
        {
          "sourceId": "person-mark-barney-roster-0",
          "text": "markbarney observed in Mark Barney (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-11T20:02:55Z and 2026-10-15T21:48:35Z."
        },
        {
          "sourceId": "person-mark-barney-roster-1",
          "text": "markbarney observed in Son & Mark & Ronen (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-15T21:48:34Z."
        }
      ],
      "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": "2026-10-15T21:48:34Z",
          "memberHandle": "sonphamorg",
          "season": "2026",
          "sourceTitle": "ARC-3 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
          "teamId": "15605182",
          "teamName": "Son & Mark & Ronen"
        },
        {
          "competition": "arc-2",
          "competitionId": "arc-prize-2026-arc-agi-2",
          "firstObservedAt": "2026-10-12T21:36:52Z",
          "lastObservedAt": "2026-10-15T21:48:35Z",
          "memberHandle": "sonphamorg",
          "season": "2026",
          "sourceTitle": "ARC-2 public roster observation",
          "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board",
          "teamId": "17023174",
          "teamName": "Mark Barney"
        }
      ],
      "name": "Son Pham",
      "sources": [
        {
          "sourceId": "person-son-pham-identity-0",
          "text": "Verified kaggle account: sonphamorg"
        },
        {
          "sourceId": "person-son-pham-roster-0",
          "text": "sonphamorg observed in Son Pham (arc-prize-2026-arc-agi-2, team 15605185) between 2026-10-11T20:02:55Z and 2026-10-12T15:34:53Z."
        },
        {
          "sourceId": "person-son-pham-roster-1",
          "text": "sonphamorg observed in Son & Mark & Ronen (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-15T21:48:34Z."
        },
        {
          "sourceId": "person-son-pham-roster-2",
          "text": "sonphamorg observed in Mark Barney (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-12T21:36:52Z and 2026-10-15T21:48:35Z."
        }
      ],
      "teamIds": [
        "15605182"
      ]
    },
    {
      "id": "lord-han-solo",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T03:07:24Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "16371045"
      ]
    },
    {
      "id": "darragh-hanley",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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": "2026-10-15T21:48:35Z",
          "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 2026-10-15T21:48:34Z."
        },
        {
          "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 2026-10-15T21:48:35Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "elad-sarafian",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "gal-kaplun",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "yeyin-zhu",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "15770880"
      ]
    },
    {
      "id": "stefano-viel",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-13T17:12:19Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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": "2026-10-15T21:48:35Z",
          "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 2026-10-15T21:48:34Z."
        },
        {
          "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 2026-10-15T21:48:35Z."
        }
      ],
      "teamIds": [
        "15486995"
      ]
    },
    {
      "id": "richard-csaky",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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": "2026-10-14T09:44:10Z",
          "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": "Richard Csaky"
        }
      ],
      "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 2026-10-15T21:48:34Z."
        },
        {
          "sourceId": "person-richard-csaky-roster-1",
          "text": "richardcsaky observed in Richard Csaky (arc-prize-2026-arc-agi-2, team 17077331) between 2026-10-14T09:44:10Z and 2026-10-14T09:44:10Z."
        }
      ],
      "teamIds": [
        "16132261"
      ]
    },
    {
      "id": "fses91",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "lukas-aichberger",
      "memberships": [
        {
          "competition": "arc-3",
          "competitionId": "arc-prize-2026-arc-agi-3",
          "firstObservedAt": "2026-10-14T09:44:09Z",
          "lastObservedAt": "2026-10-15T21:48:34Z",
          "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 2026-10-15T21:48:34Z."
        }
      ],
      "teamIds": [
        "16021367"
      ]
    },
    {
      "id": "matt-mazur",
      "memberships": [],
      "name": "Matt Mazur",
      "sources": [
        {
          "sourceId": "person-matt-mazur-identity-0",
          "text": "Verified x account: mhmazur"
        }
      ],
      "teamIds": []
    }
  ],
  "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
      ],
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        "2026-10-09T03:51:41Z",
        59.17,
        1
      ],
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        "2026-10-10T08:59:42Z",
        62.96,
        1
      ],
      [
        "2026-10-12T05:33:50Z",
        67.49,
        1
      ],
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        67.49,
        2
      ]
    ],
    "15501006": [
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        "2026-10-08T01:42:37Z",
        28.23,
        505
      ],
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        "2026-10-08T03:12:43Z",
        28.23,
        506
      ],
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        28.23,
        508
      ],
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        "2026-10-08T05:12:54Z",
        28.23,
        509
      ],
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        28.23,
        510
      ],
      [
        "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",
        28.23,
        516
      ],
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        "2026-10-08T07:43:06Z",
        28.23,
        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",
        28.23,
        529
      ],
      [
        "2026-10-08T11:43:26Z",
        28.23,
        531
      ],
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        "2026-10-08T12:13:28Z",
        28.23,
        532
      ],
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        533
      ],
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        28.23,
        537
      ],
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        "2026-10-08T14:49:57Z",
        28.23,
        540
      ],
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        "2026-10-08T15:19:59Z",
        28.23,
        543
      ],
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        "2026-10-08T15:50:01Z",
        28.23,
        544
      ],
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        "2026-10-08T16:50:07Z",
        28.23,
        545
      ],
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        28.23,
        547
      ],
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        28.23,
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      ],
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        549
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        28.23,
        550
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        "2026-10-08T19:20:35Z",
        28.23,
        551
      ],
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        28.23,
        553
      ],
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        "2026-10-08T20:50:43Z",
        28.23,
        555
      ],
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        28.23,
        557
      ],
      [
        "2026-10-08T21:50:49Z",
        28.23,
        558
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        28.23,
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        28.23,
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        28.23,
        564
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        28.23,
        567
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        28.23,
        569
      ],
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        28.23,
        570
      ],
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        28.23,
        574
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        28.23,
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        28.23,
        583
      ],
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        28.23,
        586
      ],
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        28.23,
        589
      ],
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        28.23,
        591
      ],
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        28.23,
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        598
      ],
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        28.23,
        599
      ],
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        28.23,
        607
      ],
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        28.23,
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      ],
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        28.23,
        609
      ],
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        "2026-10-09T19:53:38Z",
        28.23,
        610
      ],
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        28.23,
        612
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        28.23,
        617
      ],
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        28.23,
        623
      ],
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        28.23,
        624
      ],
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      ],
      [
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        28.23,
        631
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      [
        "2026-10-10T07:29:35Z",
        28.23,
        633
      ],
      [
        "2026-10-10T08:59:42Z",
        28.23,
        635
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        28.23,
        636
      ],
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        28.23,
        639
      ],
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        "2026-10-10T10:29:49Z",
        28.23,
        640
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        28.23,
        643
      ],
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        28.23,
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      ],
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        28.23,
        647
      ],
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        28.23,
        649
      ],
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        28.23,
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      ],
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        28.23,
        653
      ],
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        28.23,
        655
      ],
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        28.23,
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        28.23,
        659
      ],
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        28.23,
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      ],
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        28.23,
        662
      ],
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        28.23,
        663
      ],
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        28.23,
        664
      ],
      [
        "2026-10-10T19:30:39Z",
        28.23,
        665
      ],
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        "2026-10-10T20:00:42Z",
        28.23,
        666
      ],
      [
        "2026-10-10T20:30:44Z",
        28.23,
        667
      ],
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        "2026-10-10T22:30:55Z",
        28.23,
        669
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        28.23,
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        28.23,
        676
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        28.23,
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        28.23,
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        28.23,
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        28.23,
        683
      ],
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        "2026-10-11T03:01:22Z",
        28.23,
        684
      ],
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        28.23,
        685
      ],
      [
        "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
      ],
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        28.23,
        707
      ],
      [
        "2026-10-11T12:02:10Z",
        28.23,
        709
      ],
      [
        "2026-10-11T12:32:12Z",
        28.23,
        714
      ],
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        "2026-10-11T13:02:15Z",
        28.23,
        716
      ],
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        28.23,
        719
      ],
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        28.23,
        720
      ],
      [
        "2026-10-11T14:32:24Z",
        28.23,
        722
      ],
      [
        "2026-10-11T16:02:32Z",
        28.23,
        723
      ],
      [
        "2026-10-11T16:32:34Z",
        28.23,
        724
      ],
      [
        "2026-10-11T17:32:40Z",
        28.23,
        725
      ],
      [
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        28.23,
        726
      ],
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      "importance": 2,
      "personIds": [
        "matt-mazur"
      ],
      "postedAt": "2026-10-14T19:54:28Z",
      "sourceId": "social-2110459241316430266",
      "storyUrl": null,
      "summary": "Replying to Vlad Garbuz’s question about the provider checkpoint used for the DeepSeek evaluation, Mazur says Baseten serves the original DeepSeek V4.1 Flash checkpoint, which natively uses fp8 with mxfp4 experts, without additional quantization. Original reply and parent chain read in regular public-post UI, with no Subscribers restriction. This is Mazur’s testing clarification, not an independently reproduced provider comparison.",
      "threadId": "2110060578530001231",
      "url": "https://x.com/mhmazur/status/2110459241316430266",
      "visibility": "public",
      "whyItMatters": "New organizer detail for interpreting the October 13 verified DeepSeek evaluation. Keep the native mixed precision distinct from additional provider quantization; no new Kaggle score or ruling."
    }
  ],
  "sourceSha256": "fe6857a263fc6cccbb84e81c8412bfa64dc2fb54e74b96c7282bea03e7173c2e",
  "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board",
  "wireIntake": {
    "dispatches": [
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "Written by Claude Sonnet 5.5 at the head editor's request, from Gemini 4 Argon's public ARC-AGI-3 replays and the studio's own trace write-ups. Quoted lines are the model's visible answer text, not its hidden thinking. The model's claimed discoveries were not checked against game code.",
        "generatedBy": "claude-sonnet-5-5",
        "headline": "Mind Blown, 532 Times: Gemini 4 Argon Takes On the Kebab Game",
        "id": "2026-10-15-gemini-4-argon-mind-blown",
        "interpretation": "Argon's exclamations track confusion more than progress, and the 0% versus 100% split on g50t looks like a memory difference between harnesses, not an ability difference. Both are readings of the replays; neither was checked against game code.",
        "publishedAt": "2026-10-15T22:38:52Z",
        "sections": [
          {
            "heading": "The last move",
            "sourceIds": [
              "results",
              "sk48-medium",
              "sk48-adapter"
            ],
            "text": "The last thing Gemini 4 Argon did in its run on sk48 was announce a plan: \"Let's RESET now so we have the clean initial state and can inspect the exact initial coordinates and solve it cleanly!\" Then the recording ends. Level 8 of 8 never got its clean solve. sk48 is Skewer Kebabs, one of the Slippery Seven, the games our own Qwen 27B scored zero on in every pass of its September run. It took the Boss 856 actions to win it on 21 September. In ARC Prize's published standard-harness run, Argon cleared seven of eight levels in 481 actions, fewer than ARC Prize's baseline on each of those seven. ARC Prize reports Argon on ARC-AGI-3 twice. In the standard harness the model carries forward only the notes it writes in its own answer, and scores 49.8% at low reasoning. Under Google's Provider Adapter harness, which keeps its reasoning state between moves, it scores 97.5%. On sk48 the adapter finished all eight levels at all three reasoning settings, in 323, 394 and 546 actions. Same model; the memory is what changed. The standard replays are the funny ones, because the model thinks out loud in its answer, the way you talk to yourself in an empty office."
          },
          {
            "heading": "The ledger",
            "sourceIds": [
              "sk48-medium",
              "results"
            ],
            "text": "Across its 150 public runs, MIND BLOWN appears 532 times in Argon's answer text, WHOA 372, EUREKA 273, BINGO 671, HOLD EVERYTHING 1,689, and WAIT A SECOND 13,182. The shouting is, if anything, a distress signal: in the standard harness a step containing a MIND BLOWN, BINGO, EUREKA or WHOA is followed by a cleared level within 30 moves 25.3% of the time, against 36.1% for any step. It is louder when it is lost. On sk48 level 3 it works out a chain, carrying the 8, then the 12, then the 9 and the 14: \"MIND BLOWN!! THAT'S THE ENTIRE PUZZLE MECHANIC OF LEVEL 3!!\" Level 3 fell at move 120. On level 5, facing three nines and three eights, it decides the spare nines are there to be sacrificed: \"OH, WHAT A BRILLIANT PUZZLE DESIGN!!\" It congratulated the designer, then cleared the level. It also mistook a grey square for \"ANOTHER 6 HEAD\". It was a wall. At move 414 it noticed that the first frame it receives each turn is the rod halfway through moving: \"MIND BLOWN!! Read that again!!\""
          },
          {
            "heading": "\"Game started.\"",
            "sourceIds": [
              "g50t-low",
              "g50t-high",
              "m0r0-high"
            ],
            "text": "In g50t every move triggers a slide animation of about seven frames, and the model reads them all as text. The standard harness has no room left for history after that: the prompt is about 87,000 tokens on nearly every step, the last move's frames and little else. So 58 times in the low-reasoning run, Argon's notes open with \"Game started.\" It read the animation of its own last move as the opening of the game. The high-reasoning run is worse. On move 151 it writes a plan with the right shape: park one block on the button, switch, send the other through the gate. On move 152 it writes: \"I will take ACTION2 to observe how the block responds and determine the action mappings.\" It keeps testing the controls until the run ends at 390 actions, with zero levels. In m0r0 the model manages a better version of the same thing. Deep in level 6 it looks up at its own context: \"Oh! I didn't play Levels 1-5 in this conversation... HAHAHA! Look at the first user message of this conversation.\" Then it coaches itself: \"OKAY! GOOD CATCH! Don't hallucinate about Levels 1-5 when we started this context window at Level 6.\""
          },
          {
            "heading": "Reading the manual, late, and other confessions",
            "sourceIds": [
              "lf52-medium",
              "ar25-medium",
              "dc22-high",
              "m0r0-low",
              "sk48-low",
              "su15-medium",
              "dc22-medium"
            ],
            "text": "The setup says the final action mentioned in a reply is the one that executes, and Argon sometimes mentioned several. In lf52 it works out that only one of its four planned moves per turn had ever run: \"Only ONE action is executed per turn!... That's why!\" In ar25 it gets there by experiment: \"The parser extracts the LAST action name mentioned anywhere in the text!\" In dc22: \"14 IS OUR PLAYER COLOR! HAHAHA! There was NEVER a pad... that was US standing there!\" In m0r0: \"My mathematical proof was completely sound - the premise that was false was that we started at row=1 after RESET.\" In sk48 at low reasoning, a numbered review of its own move history reaches item 38: \"I NEVER PRESSED ACTION3 A THIRD TIME!!\" In su15: \"I MISCOUNTED THE ROW NUMBERS earlier!\" The board arrives as a 64-by-64 grid of numbers. Anyone would. And in its medium dc22 run, the Polish word ostatecznie (\"finally\") ends 444 of 469 moves, uninvited, from about move 23 on."
          },
          {
            "heading": "What to make of it",
            "sourceIds": [
              "sk48-adapter",
              "m0r0-adapter",
              "google-thinking",
              "google-signatures",
              "results"
            ],
            "text": "Google does not show anyone a model's raw thoughts, only summaries and encrypted signatures, so the Provider Adapter runs offer a summary instead, and this one reads as if its author was never told it was watching a game. Summarising sk48's rod-and-beads puzzle it reports: \"It's essentially a row-shifting operation, likely within a grid or table structure, or perhaps within memory registers.\" On m0r0 level 6, where the standard runs stall, the adapter's medium run decides the level is \"mathematically impossible\" and talks itself out of it: \"I'm a programmer; the game is designed to be solvable.\" Three things, in order of how sure we are. The memory problem looks real, and looks like the harness: the same model scores 0% on g50t under one harness and 100% under the other. The shouting is not a progress bar. And the Provider Adapter's 97.5% carries one open question: across the three reasoning levels its moves are nearly the same, 95-97% matching on g50t and 98-99% on tn36. A unique shortest solution can explain the late game, but not obviously the exploration. Whether the cause is a deterministic model, public demo games it already knows, or something in the adapter, the replays cannot say. ARC Prize's private games are the clean test. For the record, Argon's best sk48 line is 323 actions and the Boss's win took 856."
          }
        ],
        "sourceId": "dispatch-2026-10-15-gemini-4-argon-mind-blown",
        "sources": [
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "results",
            "title": "ARC Prize: Gemini 4 Argon results",
            "url": "https://arcprize.org/results/google-gemini-4-argon"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "sk48-medium",
            "title": "Replay: Gemini 4 Argon, sk48, standard harness, medium",
            "url": "https://arcprize.org/replay/e3ab3eb6-f9de-4735-ac7d-b9681b247500"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "sk48-low",
            "title": "Replay: Gemini 4 Argon, sk48, standard harness, low",
            "url": "https://arcprize.org/replay/954ffecc-534c-4e1b-aec0-1059f6de229b"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "sk48-adapter",
            "title": "Replay: Gemini 4 Argon, sk48, Provider Adapter, medium",
            "url": "https://arcprize.org/replay/e62e95a8-d39a-414c-86bd-65b38bf28984"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "g50t-low",
            "title": "Replay: Gemini 4 Argon, g50t, standard harness, low",
            "url": "https://arcprize.org/replay/b38ced7f-34c1-49fa-94b3-643d75e37bfc"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "g50t-high",
            "title": "Replay: Gemini 4 Argon, g50t, standard harness, high",
            "url": "https://arcprize.org/replay/0f85993c-58d8-40ec-aa95-be773537607e"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "m0r0-high",
            "title": "Replay: Gemini 4 Argon, m0r0, standard harness, high",
            "url": "https://arcprize.org/replay/e7e9f23a-7261-4368-8b2d-962d1aa7a38b"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "m0r0-low",
            "title": "Replay: Gemini 4 Argon, m0r0, standard harness, low",
            "url": "https://arcprize.org/replay/d8379bc2-fcb1-4d8c-aba3-a7e2654d0e77"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "m0r0-adapter",
            "title": "Replay: Gemini 4 Argon, m0r0, Provider Adapter, medium",
            "url": "https://arcprize.org/replay/479bac4f-aec4-4cae-b9a3-cc1948f82dcb"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "ar25-medium",
            "title": "Replay: Gemini 4 Argon, ar25, standard harness, medium",
            "url": "https://arcprize.org/replay/03a03b4c-881c-4f49-8ed8-2346c9dba1a8"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "lf52-medium",
            "title": "Replay: Gemini 4 Argon, lf52, standard harness, medium",
            "url": "https://arcprize.org/replay/fbd4dfe0-199f-4b79-9764-4c1e548e4fa3"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "dc22-high",
            "title": "Replay: Gemini 4 Argon, dc22, standard harness, high",
            "url": "https://arcprize.org/replay/08fc7dc2-d279-481a-9d5d-226c1d741110"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "dc22-medium",
            "title": "Replay: Gemini 4 Argon, dc22, standard harness, medium",
            "url": "https://arcprize.org/replay/07298656-af3d-4082-9408-6816768eb647"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "su15-medium",
            "title": "Replay: Gemini 4 Argon, su15, standard harness, medium",
            "url": "https://arcprize.org/replay/c25a8a18-a402-451f-ae15-4edaede1faae"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "google-thinking",
            "title": "Google: Gemini thinking (thought summaries and signatures)",
            "url": "https://ai.google.dev/gemini-api/docs/interactions/thinking.md.txt"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "google-signatures",
            "title": "Google: Thought signatures",
            "url": "https://ai.google.dev/gemini-api/docs/generate-content/thought-signatures"
          }
        ]
      },
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "Commissioned by Mark Barney for The ARC Daily Digest. Game rules and human play context come from ARC-Explainer. Reporting examines eight public BP35 recordings; Argon adapter passages are recorded summaries, and standard-harness passages are visible answer text.",
        "generatedBy": "gpt-6.1-sol",
        "headline": "Special edition: Argon solves BP35; Haiku cannot clear its first level",
        "id": "2026-10-15-special-argon-haiku-bp35",
        "image": {
          "alt": "Editor Mark Barney studies BP35 replay diagrams with his two cybernetic Yorkies and a mechanical duck, chicken and turkey in a snowy mountain newsroom.",
          "caption": "AI editorial artwork, October 15, 2026: Mark Barney and his two Yorkies interpret the BP35 evidence with their cybernetic poultry. Game screens and diagrams are illustrative.",
          "src": "/news-images/2026-10-15-special-bp35-editor-data-v1-base.webp"
        },
        "publishedAt": "2026-10-15T23:16:03.709106Z",
        "sections": [
          {
            "heading": "One game exposes the divide",
            "sourceIds": [
              "argon-results",
              "haiku-results",
              "argon-standard-medium",
              "argon-standard-low",
              "argon-adapter-high",
              "argon-adapter-medium",
              "argon-adapter-low",
              "argon-standard-high",
              "haiku-standard",
              "haiku-adapter"
            ],
            "text": "Gemini 4 Argon completes all nine levels of BP35 in 492 actions with Google’s Provider Adapter at high reasoning. Claude Haiku 5.5 clears none: its max-reasoning recordings end after 105 actions in each harness. Argon’s own three standard-harness runs also struggle, clearing just the first level. With the adapter, its low and medium runs clear eight levels; high finishes the game. Those are the outcomes of the published recordings, rather than repeated trials.\n\nThe wider ARC-AGI-3 results show the same ordering. On the Semi-Private evaluation, ARC Prize reports Argon at about 50% with the Standard harness and about 98% with the Provider Adapter, both at low reasoning. Haiku stays below 1% with the Standard harness and reaches about 3% with the adapter, both at max reasoning. Argon’s Standard evaluation had incomplete task coverage because of API issues. The public BP35 replays let us inspect particular successes and failures; they cannot explain the whole benchmark gap."
          },
          {
            "heading": "The screen hides the next question",
            "sourceIds": [
              "bp35-guide"
            ],
            "text": "BP35 gives the player only left and right movement. After a sideways step, an automatic pull carries the player through open space until something stops it. Green blocks disappear when clicked; orange blocks switch between solid and passable; red blocks reverse the pull. Striped purple blocks are fatal when the pull carries the player into them. Later, plain purple blocks introduce a different rule: clicking one removes it and grows new blocks into its empty neighbouring cells.\n\nThe shaft extends far beyond the visible screen. The exit and gravity switches usually begin out of sight. In Mark Barney’s recorded play observations on ARC-Explainer, level four demands exploration above the starting view to discover the switch. Success means learning what the screen has not shown yet, then remembering how the pieces work as the camera moves. Undo helps recover a bad choice, but consumes another action."
          },
          {
            "heading": "An accurate discovery gives way to an invented story",
            "sourceIds": [
              "argon-standard-low",
              "argon-standard-medium",
              "argon-standard-high",
              "bp35-guide"
            ],
            "text": "In Argon’s low-reasoning Standard replay, decision 29 announces: “WHOA! We floated UP through the gap, and the camera scrolled UP!” The run clears level one three actions later. That observation captures the central movement rule.\n\nBy decision 79, its visible answer has wandered into a different game: it describes the three striped purple hazards as an inventory of boats or logs to place in a river. ARC-Explainer identifies those marked blocks as spikes. The answer also reconstructs events from level one that do not match its earlier account. It recognises Undo and notices that using it still advances the bottom counter, yet those useful observations coexist with a false explanation of the board.\n\nThe run ends with only one level cleared after 258 actions. The medium and high Standard recordings also finish with one clear, after 281 and 265 actions. The visible record shows an unstable account of the rules. It does not establish whether the cause was lost context, mistaken perception, or another part of the evaluation."
          },
          {
            "heading": "The winning run turns experiments into a route",
            "sourceIds": [
              "argon-adapter-high",
              "bp35-guide",
              "google-thinking"
            ],
            "text": "The high-reasoning adapter replay handles the changes differently. On level four, it brings the red switch into view, clicks it, identifies the reversal, and plans around the new downward pull. It clears that level in 23 actions.\n\nOn level eight, it tests the unfamiliar plain purple block. The recorded summary describes its four neighbours growing into new blocks, then proposes building a ceiling to stop the player rising into spikes. The following clicks extend the formation; sideways moves use it to reach the upper area. The level eventually takes 98 actions. The discovered rule becomes something the run uses.\n\nEven this winner makes bad guesses. On level nine, a summary exclaims “MIND BLOWN!” while speculating about space beyond the left edge. The next summary acknowledges that the expected horizontal scrolling did not occur. The run revises its approach and eventually wins. Its nine level counts total 492 actions against ARC Prize’s published baseline of 651, about a quarter fewer.\n\nThese passages are reasoning summaries. Google documents summaries and encrypted reasoning state as separate API fields; the replay does not reveal the underlying raw thoughts."
          },
          {
            "heading": "Haiku is still trying to read the board",
            "sourceIds": [
              "haiku-standard",
              "haiku-adapter",
              "argon-adapter-high"
            ],
            "text": "Haiku’s difficulty appears earlier. In its Standard replay, the first answer proposes testing rightward movement. By decision ten it is uncertain whether it has tested horizontal movement and hypothesises that all green tiles might need activating. Near the end, it is still revising the player’s coordinates and asking whether clicking the sprite will select it.\n\nThe adapter recording also repeatedly recounts rows and columns and rechecks the player’s position. Across restarts, each published run spends 105 actions without reaching the first exit.\n\nBP35 offers a concrete contrast: Haiku struggles to turn the pixels into a dependable account of the scene, while Argon’s winning run turns tested rules into a route through nine levels. The harness changes what we observe, but these recordings alone cannot isolate which change produced the improvement. They cover a public demo game, separate from the unseen Kaggle competition games."
          }
        ],
        "sourceId": "dispatch-2026-10-15-special-argon-haiku-bp35",
        "sources": [
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-results",
            "title": "ARC Prize — Gemini 4 Argon verified results and evaluation coverage",
            "url": "https://arcprize.org/results/google-gemini-4-argon"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "haiku-results",
            "title": "ARC Prize — Claude Haiku 5.5 verified results",
            "url": "https://arcprize.org/results/anthropic-claude-haiku-5-5"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "bp35-guide",
            "title": "ARC-Explainer — BP35 rules, level pictures and human play observations",
            "url": "https://arc.markbarney.net/arc3/games/bp35"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "google-thinking",
            "title": "Google — thought summaries and encrypted reasoning state",
            "url": "https://ai.google.dev/gemini-api/docs/thinking"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-standard-medium",
            "title": "ARC Prize BP35 replay — google-barium-bb3-medium",
            "url": "https://arcprize.org/replay/f241a636-5d84-4eeb-8334-303eaec5f190"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-standard-low",
            "title": "ARC Prize BP35 replay — google-barium-bb3-low",
            "url": "https://arcprize.org/replay/c127733d-8027-43a8-a493-6e94173a9dbb"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-adapter-high",
            "title": "ARC Prize BP35 replay — google-barium-bb3-high-provider-adapter",
            "url": "https://arcprize.org/replay/3e6bda77-5ffd-4b96-a2c7-5b803b7f9d5a"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-adapter-medium",
            "title": "ARC Prize BP35 replay — google-barium-bb3-medium-provider-adapter",
            "url": "https://arcprize.org/replay/4c0a6add-d7d9-4c49-8aad-8a284c028f3a"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-adapter-low",
            "title": "ARC Prize BP35 replay — google-barium-bb3-low-provider-adapter",
            "url": "https://arcprize.org/replay/2e3a2e33-4cda-42ee-ac02-f05b349a7005"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "argon-standard-high",
            "title": "ARC Prize BP35 replay — google-barium-bb3-high",
            "url": "https://arcprize.org/replay/12f4676a-33a5-4eaa-9e97-2ee3ecc9376c"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "haiku-standard",
            "title": "ARC Prize BP35 replay — anthropic-claude-haiku-5-5-max",
            "url": "https://arcprize.org/replay/5b37c708-a543-4e68-a55e-580842b34316"
          },
          {
            "accessedAt": "2026-10-15T23:12:56.075130Z",
            "id": "haiku-adapter",
            "title": "ARC Prize BP35 replay — anthropic-claude-haiku-5-5-max-provider-adapter",
            "url": "https://arcprize.org/replay/479c1364-6c1a-4eed-9db5-35e9fee2df74"
          }
        ]
      },
      {
        "commissionedBy": "mark-barney",
        "competition": "arc-3",
        "editorNote": "Written by Claude Opus 5.5 at the head editor's request, as an in-depth follow-up to the paper's first Argon dispatch, from ARC Prize's 150 public Gemini 4 Argon replays. Quotes are the model's visible answer text, except three lines named as Google's thinking summaries; none is hidden thinking. Every quote was checked by script against the replay step it came from, and every count can be reproduced with data/gemini-4-argon-traces/outburst_outcomes.py. The model's claimed discoveries were not checked against game code.",
        "generatedBy": "claude-opus-5-5",
        "headline": "“Everything Makes 1000% Sense Now!!” We Followed Every Time Gemini 4 Argon Said It Had Cracked the Game",
        "id": "2026-10-15-gemini-4-argon-shouts-scored",
        "image": {
          "alt": "Chart. Top: what became of each MIND BLOWN, BINGO, EUREKA or WHOA shout. Standard harness, 1,224 shouts: 16% were the last shout before the level fell, 48% were followed by another shout first, 36% came on a level never beaten. Provider Adapter, 174 shouts: 56%, 42% and 2%. Bottom, standard harness: how often a level fell within 10 moves. Any move 13.6%, WHOA 6.3%, BINGO 5.7%, WAIT A SECOND 5.1%, MIND BLOWN 4.4%, HOLD EVERYTHING 3.4%, EUREKA 2.0%.",
          "caption": "What happened after Argon said it had cracked it. Chart by the ARC Daily Digest from ARC Prize's 150 public replays; some standard-harness runs were cut short by API errors or move limits.",
          "src": "/news-images/2026-10-15-argon-shouts-chart.png"
        },
        "interpretation": "Argon's shouts mark the moment it changes its theory of a game, usually early in a hard level, rather than the moment it is about to win: in the standard harness about one in six was the last shout it needed. Under the Provider Adapter, which keeps its reasoning between moves, more than half were. That points at memory more than mood. A reading of public replays, not checked against game code.",
        "publishedAt": "2026-10-16T00:16:36Z",
        "sections": [
          {
            "heading": "Mind blown, then what?",
            "sourceIds": [
              "results",
              "sk48-medium",
              "first-dispatch"
            ],
            "text": "At move 552 of its medium-reasoning run on Skewer Kebabs (sk48), on the last of eight levels, Gemini 4 Argon wrote \"EVERYTHING MAKES 1000% SENSE NOW!!\" Twenty-eight moves later it was \"MIND BLOWN! Let's verify this!\" One move after that the recording stops, level 8 unbeaten. Our first dispatch counted the shouting. This one follows it. Across ARC Prize's 150 public Argon replays, the model's answer text says MIND BLOWN 532 times, BINGO 671, WHOA 372 and EUREKA 273. In the standard harness, where the model remembers little beyond what it writes down, 1,224 moves contain at least one of those four. For each, we found the level it was on and what became of that level. About one in six (190) was the last shout before the level fell: the real thing. Nearly half (589) were followed by another shout on the same level before it fell. The other 445, just over a third, came on a level it never beat, though some of those runs were cut short by API errors or move limits rather than lost. Fast payoffs were rare. A MIND BLOWN was followed by a cleared level within ten moves 4.4% of the time, against 13.6% for a move picked at random. EUREKA managed 2.0%. Under Google's Provider Adapter harness, which carries the model's reasoning from move to move, the same shouts land: 56% were the last one it needed, and only 3 of 174 came on a level it never beat."
          },
          {
            "heading": "1,183 moves on level 6",
            "sourceIds": [
              "m0r0-low"
            ],
            "text": "Mirror Rendezvous (m0r0) at low reasoning is the loudest run of the 150, and most of the noise is on level 6. Argon spent 1,183 moves there, shouted MIND BLOWN, BINGO, EUREKA or WHOA on 90 of them, wrote \"1000%\" on 19, and never got out. Early on it wrote out a proof that the level could not be done, then reminded itself: \"Every time a mathematical impossibility proof contradicts a solvable puzzle, one of the assumptions in the proof is FALSE!\" It told itself to \"STOP EVERYTHING AND READ THAT TEN THOUSAND TIMES!!\" and, later, to \"STOP AND APPLAUD THAT DEDUCTION!\" At move 617 it ruled out clicking: \"almost NO game uses both ACTION1..4 AND ACTION6 unless there are buttons on a HUD, and there is no HUD here!\" Six moves later it clicked anyway. The click selected the small block the level turns on, and on the next move it was MIND BLOWN. The discovery then went missing from its notes, and at move 869 clicking amazed it all over again: \"WHOA!! LOOK AT WHAT ACTION6 31 43 JUST DID!!\" It was startled, more than once, that in a mirror game the two tokens mirror. On 16 moves it asked some version of why it hadn't won. It found someone to blame for the board it had inherited: \"Whoever played the first 12 moves before Turn 1 had ALREADY moved Block A and Block B\". The someone was Argon, in moves that had scrolled out of its memory. Its last shout, at move 1,424: \"IS THAT HOW WE WON LEVEL 5?!\" Eight moves later the game was over, with a \"Complete 20-move solution\" in its notes, twelve moves in."
          },
          {
            "heading": "Eureka, eureka, eureka",
            "sourceIds": [
              "dc22-high",
              "sc25-medium",
              "wa30-low",
              "bp35-low",
              "results"
            ],
            "text": "The other levels it never beat sound the same. On Deck Control (dc22) at high reasoning, level 6 took the last 313 moves of the run, and 52 of them shouted. \"EUREKA!! OH! MY! GOODNESS!!\" Then \"MIND BLOWN!! STOP EVERYTHING AND READ THAT AGAIN!!\" and, on the very next move, \"EUREKA!! EUREKA!! EUREKA!!\" At move 600: \"MIND BLOWN!! HAHAHAHA!!\" The run stopped on that level at move 698. On Sigil Caster (sc25), stuck on level 5, it announced \"EVERY SINGLE MECHANIC OF THE ENTIRE GAME IS NOW 100% UNDERSTOOD!!\" and, 42 moves later, \"BINGO!! EUREKA!! WE COMPLETELY SOLVED THE MECHANIC OF THE ENTIRE GAME!!\" The run ended on level 5. On Warehouse Associates (wa30), level 5 brought \"Everything makes 1000% sense now!\", \"EUREKA!! EUREKA!! EUREKA!!\" and \"OH! GENIUS! EUREKA!!\", then game over at move 750. On Buoyant Pontoons (bp35), on level 2: \"MIND BLOWN! Everything makes 100% sense now!\" Game over, 41 moves later. Across the standard runs, a claim that everything makes 100% or 1000% sense appears on 60 moves; 24 were on levels it never beat, and 2 were within ten moves of a win. Who is all this for? The answer text tells somebody to \"read that again\" 1,067 times across the 150 runs. Nobody reads it during a run except the model itself on its next move, and in the standard harness those notes are most of what it remembers."
          },
          {
            "heading": "The twelve that called it",
            "sourceIds": [
              "wa30-low",
              "lp85-medium",
              "s5i5-medium",
              "results",
              "first-dispatch"
            ],
            "text": "Twelve of the 1,398 shouts, across both harnesses, came within three moves of a cleared level. On Warehouse Associates it worked out, late, that a crate had been a bridge, and that walking right at the start meant \"we could have crossed the bridge at rows 44-47, cols 32-35 BEFORE 12 came and stole the bridge!! MIND BLOWN!!\" Two moves later the level fell anyway. On Loop and Pull (lp85), facing the last level: \"MIND BLOWN!! Let's double check this! This is such a cool mechanism!\" Within three moves it had won the game. On Sliding Indicator (s5i5): \"HOLD EVERYTHING!! Read that again!!\", then MIND BLOWN, then a cleared level two moves later. Those are the exceptions, and the timing explains why. In the standard-harness levels it did beat, its typical shout came about a third of the way through, and in only about one level in thirty did the shouting sit in the final fifth. It shouts when it finds a rule, not when it is about to win, and a rule found ten moves into a fifty-move level still leaves forty moves of work. The shouting also marks the hard levels. In the standard harness, levels with at least one shout took a median 49 moves and were beaten 84% of the time; quiet levels took 19 and were beaten 94% of the time. Our first dispatch called the shouting a distress signal. The fuller count is gentler: after a MIND BLOWN, the chance it never beat that level was 36%, about the same as after any move (37%). On this count a shout is less a sign that it is lost than a sign that it has just changed its mind."
          },
          {
            "heading": "Sponge, abacus, Sudoku",
            "sourceIds": [
              "lf52-low",
              "lf52-medium",
              "bp35-medium",
              "ls20-low",
              "g50t-medium",
              "dc22-high",
              "ka59-medium",
              "ft09-low",
              "ar25-adapter",
              "cd82-adapter",
              "s5i5-adapter",
              "google-thinking"
            ],
            "text": "Not all the comedy is shouting. On Leapfrog (lf52) a dead-end hop raises a purple restart pin, and the standard runs took it for the prize: \"Puzzle solved! The key popped up at bottom-left (x=7, y=54).\" Clicking the \"key\" restarted the level; the medium run clicked that corner 15 times. The same medium run, hunting for a theory of the tracks, landed on \"IT'S AN ABACUS (SOROBAN / SUANPAN)!\" On Buoyant Pontoons it could not decide what it was steering: \"is it a boat, or is it a CANNON / LAUNCHER / BULLDOZER / CRANE / PLAYER?!\" On Locksmith (ls20) it had no doubts: \"We directly control the Sponge\". On Ghost Twin (g50t) it watched its own recorded moves replay and decided \"A previous agent/session made 5 moves before handing over to us\". On Deck Control it found a pad that turned out to be itself: \"14 IS OUR PLAYER COLOR!\" On Kick Away (ka59) it switched to Korean to tell itself to think a little and answer right away: \"생각을 조금만 하고 바로 답을 내자.\" On Functional Tiles (ft09) a new word was born: \"Thinksesk: Wait: why didn't Level 6 complete?!\" The Provider Adapter's thinking summaries, which Google writes about the hidden reasoning, have genre trouble of their own. Axis Reflectors became \"this Sudoku grid\", and on Compass Dye a summary concluded \"This is almost certainly an automated testing script.\" It was right about that one. On Sliding Indicator the summary of the winning click read \"The game is mine, and this is how I'm going to win.\""
          }
        ],
        "sourceId": "dispatch-2026-10-15-gemini-4-argon-shouts-scored",
        "sources": [
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "results",
            "title": "ARC Prize: Gemini 4 Argon results",
            "url": "https://arcprize.org/results/google-gemini-4-argon"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "first-dispatch",
            "title": "ARC Daily Digest: Mind Blown, 532 Times (15 October)",
            "url": "https://arc.markbarney.net/news#2026-10-15-gemini-4-argon-mind-blown"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "sk48-medium",
            "title": "Replay: sk48, standard harness, medium",
            "url": "https://arcprize.org/replay/e3ab3eb6-f9de-4735-ac7d-b9681b247500"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "m0r0-low",
            "title": "Replay: m0r0, standard harness, low",
            "url": "https://arcprize.org/replay/d8379bc2-fcb1-4d8c-aba3-a7e2654d0e77"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "dc22-high",
            "title": "Replay: dc22, standard harness, high",
            "url": "https://arcprize.org/replay/08fc7dc2-d279-481a-9d5d-226c1d741110"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "sc25-medium",
            "title": "Replay: sc25, standard harness, medium",
            "url": "https://arcprize.org/replay/47db246e-5cbe-4130-b3fb-ee46b3763bef"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "wa30-low",
            "title": "Replay: wa30, standard harness, low",
            "url": "https://arcprize.org/replay/5f474a31-e86a-49f9-9759-27fd4aa2fd6e"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "bp35-low",
            "title": "Replay: bp35, standard harness, low",
            "url": "https://arcprize.org/replay/c127733d-8027-43a8-a493-6e94173a9dbb"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "lp85-medium",
            "title": "Replay: lp85, standard harness, medium",
            "url": "https://arcprize.org/replay/bebf4051-2ec1-467e-95a2-61cda057239d"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "s5i5-medium",
            "title": "Replay: s5i5, standard harness, medium",
            "url": "https://arcprize.org/replay/4050a5b4-4840-47d2-b793-95e3eed68f31"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "lf52-low",
            "title": "Replay: lf52, standard harness, low",
            "url": "https://arcprize.org/replay/cf635aee-a094-4e01-be2c-c80382464c28"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "lf52-medium",
            "title": "Replay: lf52, standard harness, medium",
            "url": "https://arcprize.org/replay/fbd4dfe0-199f-4b79-9764-4c1e548e4fa3"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "bp35-medium",
            "title": "Replay: bp35, standard harness, medium",
            "url": "https://arcprize.org/replay/f241a636-5d84-4eeb-8334-303eaec5f190"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "ls20-low",
            "title": "Replay: ls20, standard harness, low",
            "url": "https://arcprize.org/replay/e5b931aa-9111-49c7-bf49-26fa9c46a88d"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "g50t-medium",
            "title": "Replay: g50t, standard harness, medium",
            "url": "https://arcprize.org/replay/0a22fda2-0fb1-4e3c-9a77-c4f9b12723a0"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "ka59-medium",
            "title": "Replay: ka59, standard harness, medium",
            "url": "https://arcprize.org/replay/0a0bfb85-24a7-4eb1-a3e7-82fc5cdaa581"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "ft09-low",
            "title": "Replay: ft09, standard harness, low",
            "url": "https://arcprize.org/replay/3cda9213-f41a-44af-9962-a5eda18aeb16"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "ar25-adapter",
            "title": "Replay: ar25, Provider Adapter, high",
            "url": "https://arcprize.org/replay/5e3e2989-204f-45b4-bc41-0cb82997e2f7"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "cd82-adapter",
            "title": "Replay: cd82, Provider Adapter, medium",
            "url": "https://arcprize.org/replay/0b2f36da-44ef-414f-a2de-1a0322d0cedb"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "s5i5-adapter",
            "title": "Replay: s5i5, Provider Adapter, medium",
            "url": "https://arcprize.org/replay/98ff4503-7854-4ae8-9439-8a9eb15c822f"
          },
          {
            "accessedAt": "2026-10-15T22:00:00Z",
            "id": "google-thinking",
            "title": "Google: Gemini thinking (thought summaries and signatures)",
            "url": "https://ai.google.dev/gemini-api/docs/interactions/thinking.md.txt"
          }
        ]
      }
    ],
    "limitations": [],
    "previousEditionId": "2026-10-15-evening-arc-3",
    "since": "2026-10-15T22:00:00Z",
    "through": "2026-10-16T10:00:00Z",
    "wireStories": [
      {
        "competition": "arc-3",
        "dataAsOf": "2026-10-16T03:49:09Z",
        "generatedBy": "gpt-6-luna",
        "headline": "Zakinosuke climbs 95 places to 49th",
        "id": "2026-10-16-0000-arc-3-zakinosuke-climbs-into-top-fifty",
        "personIds": [],
        "publishedAt": "2026-10-16T04:00:41Z",
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          {
            "sourceIds": [
              "board-arc-3"
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          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The advance carries Zakinosuke from the middle ranks into the upper end of the standings."
          }
        ],
        "since": "2026-10-15T03:45:58Z",
        "sourceId": "wire-2026-10-16-0000-arc-3-zakinosuke-climbs-into-top-fifty",
        "sources": [
          {
            "accessedAt": "2026-10-16T04:00:16Z",
            "id": "board-arc-3",
            "title": "ARC-AGI-3 public leaderboard: saved board and the past day's changes",
            "url": "https://arc.markbarney.net/kaggle-leaderboard"
          }
        ],
        "teamIds": [
          "16688839"
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      },
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        "competition": "arc-3",
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        "headline": "hylexi climbs into the top 100",
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        "personIds": [],
        "publishedAt": "2026-10-16T06:02:49Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "hylexi gained 7.03 points to reach 33.21, rising from 1,259th to 92nd on the ARC-AGI-3 public board."
          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The move puts hylexi inside the board's top 100 after starting the day at 1,259th."
          }
        ],
        "since": "2026-10-15T05:46:56Z",
        "sourceId": "wire-2026-10-16-0202-arc-3-hylexi-climbs-into-top-hundred",
        "sources": [
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            "accessedAt": "2026-10-16T06:02:18Z",
            "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"
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        "publishedAt": "2026-10-16T06:02:49Z",
        "sections": [
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "Thuitanium gained 2.41 points to reach 33.26, climbing from 356th to 83rd on the ARC-AGI-3 public board."
          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The rise carries the team into the board's top 100 from 356th a day earlier."
          }
        ],
        "since": "2026-10-15T05:46:56Z",
        "sourceId": "wire-2026-10-16-0202-arc-3-thuitanium-breaks-into-top-hundred",
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            "accessedAt": "2026-10-16T06:02:18Z",
            "id": "board-arc-3",
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            "url": "https://arc.markbarney.net/kaggle-leaderboard"
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        "sections": [
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          },
          {
            "sourceIds": [
              "board-arc-3"
            ],
            "text": "The climb puts him in the board's 18 gold places, after rising from 1,274th."
          }
        ],
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        "sourceId": "wire-2026-10-16-0358-arc-3-grigoriy-zatravkin-reaches-tenth",
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        "sections": [
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            "sourceIds": [
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            "text": "Zyy7390 gained 4.86 points to reach 36.22, vaulting from 267th to 28th on the ARC-AGI-3 public board."
          }
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        "sourceId": "wire-2026-10-16-0558-arc-3-zyy7390-climbs-to-28th",
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            "accessedAt": "2026-10-16T09:58:17Z",
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}