{ "accessedAt": "2026-11-01T16:22:47Z", "articleId": "2026-11-01-morning-arc-2", "baselineSnapshot": { "bronze": 32.22, "gold": 73.19, "silver": 33.19, "t": "2026-10-31T23:59:26Z", "teams": 3571, "top": 88.06 }, "baselineTargetAt": "2026-11-01T00:00:00Z", "briefSha256": "19a0c954a492dc7b5948638616d93c9802ab41aac383745525c53ec1b69a3bbd", "closingSnapshot": { "bronze": 32.22, "gold": 73.89, "silver": 33.19, "t": "2026-11-01T10:30:41Z", "teams": 3576, "top": 88.06 }, "comparisons": { "15486728": { "end": [ "2026-11-01T06:30:13Z", 33.89, 156 ], "start": [ "2026-10-31T15:28:25Z", 33.89, 155 ] }, "15486939": { "end": [ "2026-10-29T17:51:53Z", 83.89, 3 ], "start": [ "2026-10-29T17:51:53Z", 83.89, 3 ] }, "15501171": { "end": [ "2026-10-29T18:52:07Z", 87.22, 2 ], "start": [ "2026-10-29T18:52:07Z", 87.22, 2 ] }, "15507730": { "end": [ "2026-11-01T10:30:41Z", 21.67, 2352 ], "start": null }, "15526034": { "end": [ "2026-11-01T08:30:26Z", 70.14, 27 ], "start": [ "2026-10-31T22:29:15Z", 69.72, 26 ] }, "15789060": { "end": [ "2026-10-30T21:55:28Z", 80.83, 6 ], "start": [ "2026-10-30T21:55:28Z", 80.83, 6 ] }, "16162777": { "end": [ "2026-11-01T06:00:09Z", 36.53, 116 ], "start": [ "2026-10-31T16:58:35Z", 35.28, 134 ] }, "16373916": { "end": [ "2026-10-30T22:25:32Z", 78.89, 7 ], "start": [ "2026-10-30T22:25:32Z", 78.89, 7 ] }, "16442485": { "end": [ "2026-10-30T21:55:28Z", 81.81, 5 ], "start": [ "2026-10-30T21:55:28Z", 81.81, 5 ] }, "16487050": { "end": [ "2026-11-01T03:59:54Z", 44.58, 76 ], "start": [ "2026-10-31T15:28:25Z", 40.42, 90 ] }, "16488216": { "end": [ "2026-11-01T06:30:13Z", 35.28, 136 ], "start": [ "2026-10-31T15:28:25Z", 33.61, 161 ] }, "16559402": { "end": [ "2026-10-29T17:51:53Z", 83.47, 4 ], "start": [ "2026-10-29T17:51:53Z", 83.47, 4 ] }, "16600664": { "end": [ "2026-10-30T21:55:28Z", 76.25, 9 ], "start": [ "2026-10-30T21:55:28Z", 76.25, 9 ] }, "16756524": { "end": [ "2026-10-09T05:21:54Z", 88.06, 1 ], "start": [ "2026-10-09T05:21:54Z", 88.06, 1 ] }, "16794074": { "end": [ "2026-11-01T08:30:26Z", 42.36, 83 ], "start": [ "2026-10-31T15:28:25Z", 39.44, 95 ] }, "17010415": { "end": [ "2026-11-01T09:30:33Z", 35.14, 139 ], "start": [ "2026-10-31T15:28:25Z", 34.31, 144 ] }, "17021430": { "end": [ "2026-10-30T22:55:36Z", 78.19, 8 ], "start": [ "2026-10-30T22:55:36Z", 78.19, 8 ] }, "17023174": { "end": [ "2026-11-01T01:29:37Z", 47.08, 67 ], "start": [ "2026-10-31T14:28:18Z", 47.08, 66 ] }, "17026534": { "end": [ "2026-11-01T08:30:26Z", 70.83, 24 ], "start": [ "2026-10-31T22:29:15Z", 68.47, 29 ] }, "17054447": { "end": [ "2026-10-31T23:29:23Z", 76.11, 10 ], "start": [ "2026-10-31T23:29:23Z", 76.11, 10 ] }, "17150543": { "end": [ "2026-11-01T09:30:33Z", 35.28, 137 ], "start": [ "2026-10-31T16:58:35Z", 34.86, 140 ] } }, "competitorFacts": [ { "checkedAt": "2026-10-09T03:23:31Z", "sourceId": "fact-15486728-0", "sourceTitle": "Mithil A Vakde — Kaggle mdlARC model", "sourceUrl": "https://www.kaggle.com/models/mithilavakde/mdlarc", "teamId": "15486728", "text": "The Kaggle account mithilavakde publishes a model called mdlARC under the displayed name Mithil A Vakde." }, { "checkedAt": "2026-10-08T03:38:00Z", "sourceId": "fact-15486939-0", "sourceTitle": "ARC-AGI-3 public team roster", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15486939", "text": "The observed nvbanana roster contains cpmpml and darraghdog. Those two handles also appear in NVARC3 on the ARC-AGI-3 board; these remain separate competition entries." }, { "checkedAt": "2026-10-09T03:23:31Z", "sourceId": "fact-15486939-1", "sourceTitle": "Jean-François Puget — public professional profile", "sourceUrl": "https://github.com/jfpuget", "teamId": "15486939", "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-15486939-2", "sourceTitle": "NVIDIA — Jean-Francois Puget author biography", "sourceUrl": "https://developer.nvidia.com/blog/author/jeanfrancoispuget/", "teamId": "15486939", "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": "2026-10-08T03:38:00Z", "sourceId": "fact-15507730-0", "sourceTitle": "The ARChitects — 2025 team solution", "sourceUrl": "https://www.kaggle.com/competitions/arc-prize-2025/writeups/the-architects-solution-2025", "teamId": "15507730", "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-15507730-1", "sourceTitle": "The ARChitects — 2025 technical report", "sourceUrl": "https://lambdalabsml.github.io/ARC2025_Solution_by_the_ARChitects/", "teamId": "15507730", "text": "The team’s 2025 technical report lists Jan Disselhoff at Johannes Gutenberg University Mainz." }, { "checkedAt": "2026-10-09T03:23:31Z", "sourceId": "fact-15526034-0", "sourceTitle": "ARC-AGI-2 observed public roster", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15526034", "text": "The ARC-AGI-2 roster observed on 8 October 2026 includes keithtyser. This observation does not establish a joining date." }, { "checkedAt": "2026-10-29T23:43:35.884923Z", "sourceId": "fact-16559402-0", "sourceTitle": "Domdolus Tolus — fifth-place solution and author credits", "sourceUrl": "https://www.kaggle.com/competitions/nvidia-nemotron-model-reasoning-challenge/writeups/domdolus-tolus-solution", "teamId": "16559402", "text": "NVIDIA Nemotron Model Reasoning Challenge: fifth of 4,185, gold medal — a shared Domdolus Tolus team result." }, { "checkedAt": "2026-10-31T17:24:05Z", "sourceId": "fact-16600664-0", "sourceTitle": "Chan Kha Vu — public post, 30 October 2026", "sourceUrl": "https://x.com/chankhavu/status/2116281051702280456", "teamId": "16600664", "text": "Chan Kha Vu’s public post celebrates the team’s rise from about 50 to 76 points in five days and names @nguyen_manh599 and @razdaibi; those mentions alone do not map either X account to a particular Kaggle handle." }, { "checkedAt": "2026-10-19T18:01:43.005825Z", "sourceId": "fact-17023174-0", "sourceTitle": "Separate ARC2 and ARC3 team entries — dated public roster evidence", "sourceUrl": "https://arc.markbarney.net/reports/arc-daily-gossip/2026-10-19-arc-mutants-public-rosters.json", "teamId": "17023174", "text": "ARC Mutants unites Jack Cole, Mark Barney, Son Pham and scizical in ARC-AGI-2." } ], "cutoffAt": "2026-11-01T11:00:00Z", "discussionThreads": [], "editorialIntake": [], "events": [ { "from": 68.06, "id": "16861695", "name": "Rick", "rankFrom": 30, "rankTo": 22, "t": "2026-11-01T00:59:33Z", "to": 71.25 }, { "from": 36.25, "id": "16632789", "name": "in blue", "rankFrom": 118, "rankTo": 66, "t": "2026-11-01T01:29:37Z", "to": 47.78 }, { "from": 54.86, "id": "17097585", "name": "redblackbst", "rankFrom": 52, "rankTo": 50, "t": "2026-11-01T01:59:40Z", "to": 56.25 }, { "from": 71.39, "id": "16569125", "name": "復活の混テキスト", "rankFrom": 21, "rankTo": 18, "t": "2026-11-01T02:29:44Z", "to": 72.78 }, { "from": 35.28, "id": "17038082", "name": "menphim", "rankFrom": 135, "rankTo": 112, "t": "2026-11-01T02:59:47Z", "to": 36.94 }, { "from": 67.08, "id": "16797706", "name": "S & M & N & S & Y", "rankFrom": 33, "rankTo": 15, "t": "2026-11-01T03:29:51Z", "to": 75.14 }, { "from": 40.42, "id": "16487050", "name": "Leszek Góra", "rankFrom": 91, "rankTo": 76, "t": "2026-11-01T03:59:54Z", "to": 44.58 }, { "from": 33.47, "id": "17088885", "name": "edteoh", "rankFrom": 171, "rankTo": 159, "t": "2026-11-01T03:59:54Z", "to": 33.75 }, { "from": 31.39, "id": "17076565", "name": "S@i", "rankFrom": 780, "rankTo": 268, "t": "2026-11-01T03:59:54Z", "to": 32.64 }, { "from": 69.72, "id": "15526034", "name": "この遥かなる旅路に祝福を", "rankFrom": 28, "rankTo": 26, "t": "2026-11-01T06:00:09Z", "to": 70.14 }, { "from": 35.28, "id": "16162777", "name": "Igor V", "rankFrom": 135, "rankTo": 116, "t": "2026-11-01T06:00:09Z", "to": 36.53 }, { "from": 51.39, "id": "15590185", "name": "Ramesh Arvind", "rankFrom": 62, "rankTo": 37, "t": "2026-11-01T06:30:13Z", "to": 65.14 }, { "from": 33.61, "id": "16488216", "name": "sml0820", "rankFrom": 162, "rankTo": 136, "t": "2026-11-01T06:30:13Z", "to": 35.28 }, { "from": 29.72, "id": "17089854", "name": "xiaochuan liu", "rankFrom": 1668, "rankTo": 392, "t": "2026-11-01T06:30:13Z", "to": 32.22 }, { "from": 34.31, "id": "17010415", "name": "forever young", "rankFrom": 145, "rankTo": 138, "t": "2026-11-01T07:30:19Z", "to": 35.14 }, { "from": 31.81, "id": "15649359", "name": "Kavya Dhyani", "rankFrom": 537, "rankTo": 212, "t": "2026-11-01T07:30:19Z", "to": 32.78 }, { "from": 68.47, "id": "17026534", "name": "kibuna", "rankFrom": 31, "rankTo": 24, "t": "2026-11-01T08:30:26Z", "to": 70.83 }, { "from": 39.44, "id": "16794074", "name": "StnDyq", "rankFrom": 96, "rankTo": 83, "t": "2026-11-01T08:30:26Z", "to": 42.36 }, { "from": 29.31, "id": "17076310", "name": "nasubiman", "rankFrom": 1826, "rankTo": 270, "t": "2026-11-01T08:30:26Z", "to": 32.64 }, { "from": 34.86, "id": "17150543", "name": "Jay Gautam", "rankFrom": 142, "rankTo": 137, "t": "2026-11-01T09:30:33Z", "to": 35.28 }, { "from": 32.22, "id": "17013475", "name": "Chih-Kai Wang", "rankFrom": 357, "rankTo": 159, "t": "2026-11-01T09:30:33Z", "to": 33.89 }, { "from": 30.97, "id": "17163490", "name": "rode1234", "rankFrom": 1032, "rankTo": 206, "t": "2026-11-01T10:30:41Z", "to": 32.92 } ], "intakeReview": [ { "disposition": "not-selected", "id": "wire-2026-10-30-0941-arc-2-azamat1ch-vaults-to-33rd", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "wire-2026-10-30-1241-arc-2-yi-chia-chen-fields-model-closes-gap", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "wire-2026-10-30-1541-arc-2-nischay-and-ichnia-climb-toward-gold", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "wire-2026-10-30-1557-arc-2-noahs-arc-enters-gold", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "wire-2026-10-31-0201-arc-2-sakayori-lab-enters-gold", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "wire-2026-10-31-1600-arc-2-vam-returns-to-gold", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "wire-2026-10-31-2159-arc-2-lashen-learning-climbs-to-tenth", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-30-friday-special-darren-domdolus-tolus", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-30-friday-special-jeroen-cottaar-tufa-citadel", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-31-saturday-chan-vam-top-ten", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-31-saturday-cottaar-forty-minutes", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-31-saturday-nvbanana-grandmasters", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-31-saturday-weekend-magazine", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-10-31-saturday-two-crowns-tufa-chen", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." }, { "disposition": "not-selected", "id": "dispatch-2026-11-01-arc-mutants-lab-that-wouldnt-sleep", "reason": "Dated reporting remains separately available; this short recovery edition concentrates on the fixed-cutoff overnight comparison without repeating earlier features." } ], "latestAt": "2026-11-01T16:01:19Z", "observations": { "15486728": { "members": [ "mithilavakde" ], "name": "Mithil A Vakde", "observedAt": "2026-11-01T16:01:19Z" }, "15486939": { "members": [ "cpmpml", "darraghdog" ], "name": "nvbanana", "observedAt": "2026-11-01T16:01:19Z" }, "15501171": { "members": [ "threerabbits" ], "name": "Yi-Chia Chen @ Fields Model", "observedAt": "2026-11-01T16:01:19Z" }, "15507730": { "members": [ "insanitycheck" ], "name": "Jan Disselhoff", "observedAt": "2026-11-01T16:01:19Z" }, "15526034": { "members": [ "dzjiann", "keithtyser", "mitubant", "ngyzly" ], "name": "この遥かなる旅路に祝福を", "observedAt": "2026-11-01T16:01:19Z" }, "15789060": { "members": [ "cookizesong", "jiaxibi0220", "xiezejian", "yuhuake240506", "zhangsongxin" ], "name": "rabbithole", "observedAt": "2026-11-01T16:01:19Z" }, "16162777": { "members": [ "rostigor" ], "name": "Igor V", "observedAt": "2026-11-01T16:01:19Z" }, "16373916": { "members": [ "majkel1337" ], "name": "Majkel1337", "observedAt": "2026-11-01T16:01:19Z" }, "16442485": { "members": [ "hongori", "quarkliu" ], "name": "Sakayori Lab", "observedAt": "2026-11-01T16:01:19Z" }, "16487050": { "members": [ "leonixis" ], "name": "Leszek Góra", "observedAt": "2026-11-01T16:01:19Z" }, "16488216": { "members": [ "sml0820" ], "name": "sml0820", "observedAt": "2026-11-01T16:01:19Z" }, "16559402": { "members": [ "alwintheodoric", "billyanggara", "darrenamadeusmartin", "rinnnntt", "yassirramadhan" ], "name": "Domdolus Tolus", "observedAt": "2026-11-01T16:01:19Z" }, "16600664": { "members": [ "arazzd", "chankhavu", "nguyennguyen599" ], "name": "V | A | M", "observedAt": "2026-11-01T16:01:19Z" }, "16756524": { "members": [ "driessmit1", "jeroencottaar", "pressman1", "stefano1283" ], "name": "Tufa Labs", "observedAt": "2026-11-01T16:01:19Z" }, "16794074": { "members": [ "stndyq" ], "name": "StnDyq", "observedAt": "2026-11-01T16:01:19Z" }, "17010415": { "members": [ "keisukeyokota0428" ], "name": "forever young", "observedAt": "2026-11-01T16:01:19Z" }, "17021430": { "members": [ "carriem7" ], "name": "Ravi Teja Chilakala", "observedAt": "2026-11-01T16:01:19Z" }, "17023174": { "members": [ "jcole75", "markbarney", "scizical", "sonphamorg" ], "name": "ARC Mutants", "observedAt": "2026-11-01T16:01:19Z" }, "17026534": { "members": [ "kibuna" ], "name": "kibuna", "observedAt": "2026-11-01T16:01:19Z" }, "17054447": { "members": [ "hazemlashenzz" ], "name": "Lashen Learning", "observedAt": "2026-11-01T16:01:19Z" }, "17150543": { "members": [ "ankitgautam1947", "jaygautam007" ], "name": "Jay Gautam", "observedAt": "2026-11-01T16:01:19Z" } }, "people": [ { "id": "yi-chia-chen", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "threerabbits", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15501171", "teamName": "Yi-Chia Chen @ Fields Model" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T18:53:27Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "threerabbits", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15499660", "teamName": "Yi-Chia Chen @ Fields Model" } ], "name": "Yi-Chia Chen", "sources": [ { "sourceId": "person-yi-chia-chen-identity-0", "text": "Verified kaggle account: threerabbits" }, { "sourceId": "person-yi-chia-chen-fact-0", "text": "Yi-Chia Chen is a Kaggle Competitions Master, ranked 335th of 225,021 with a highest-ever rank of 75th, and her account dates from December 2022." }, { "sourceId": "person-yi-chia-chen-fact-1", "text": "Her Kaggle profile shows nine competition medals: one gold, five silver and three bronze." }, { "sourceId": "person-yi-chia-chen-fact-2", "text": "Kaggle lists her Eedi - Mining Misconceptions in Mathematics entry 3rd of 1,446 teams with a gold medal; only her account is displayed on that entry." }, { "sourceId": "person-yi-chia-chen-fact-3", "text": "Her silver medals are listed for LLM Prompt Recovery (17th of 2,175), ARC Prize 2024 (26th of 1,427), WSDM Cup (26th of 950), the Pokémon Company PTCG AI Battle Challenge (55th of 6,807) and Santa 2024 (64th of 1,514)." }, { "sourceId": "person-yi-chia-chen-fact-4", "text": "Kaggle also lists her ARC Prize 2025 entry at 260th of 1,455 with no medal, and shows her active in ARC Prize 2026 for both ARC-AGI-2 and ARC-AGI-3, where public standings are provisional until the private leaderboard settles." }, { "sourceId": "person-yi-chia-chen-fact-5", "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-roster-0", "text": "threerabbits observed in Yi-Chia Chen @ Fields Model (arc-prize-2026-arc-agi-2, team 15501171) between 2026-10-09T18:53:30Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-yi-chia-chen-roster-1", "text": "threerabbits observed in Yi-Chia Chen @ Fields Model (arc-prize-2026-arc-agi-3, team 15499660) between 2026-10-09T18:53:27Z and 2026-10-30T09:53:54Z." } ], "teamIds": [ "15501171" ] }, { "id": "jean-francois-puget", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "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": "2026-10-30T09:53:54Z", "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": "Kaggle lists cpmpml (CPMP) as a Competitions Grandmaster, ranked 30th of 225,021, with a highest-ever rank of 6th and a medal tile showing 29 gold, 37 silver and 5 bronze; the tile does not separate solo from team medals." }, { "sourceId": "person-jean-francois-puget-fact-1", "text": "His Kaggle profile calls him a director of competitive machine learning and KGMON team lead at NVIDIA, based in France, and says he entered his first Kaggle competition in May 2016." }, { "sourceId": "person-jean-francois-puget-fact-2", "text": "His completed list shows 1st place of 1,455 teams in ARC Prize 2025 with a gold medal, on a team entry that also shows the account sorokin." }, { "sourceId": "person-jean-francois-puget-fact-3", "text": "His completed list also shows 1st place of 2,051 teams in Predict Student Performance from Game Play with a gold medal, on a team entry that also shows the account pdnartreb." }, { "sourceId": "person-jean-francois-puget-fact-4", "text": "Kaggle shows him in both active ARC Prize 2026 competitions, ARC-AGI-3 and ARC-AGI-2; any public standing there is provisional until the private results." }, { "sourceId": "person-jean-francois-puget-fact-5", "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-6", "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 2026-10-31T17:28:39Z." }, { "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 2026-10-30T09:53:54Z." } ], "teamIds": [ "15486939" ] }, { "id": "jack-cole", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-19T09:57:28Z", "memberHandle": "jcole75", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15487968", "teamName": "Jack Cole" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T18:53:27Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "jcole75", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15490570", "teamName": "Abstraction Lab & MindsAI" }, { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-19T17:58:20Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "jcole75", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "17023174", "teamName": "ARC Mutants" } ], "name": "Jack Cole", "sources": [ { "sourceId": "person-jack-cole-identity-0", "text": "Verified kaggle account: jcole75" }, { "sourceId": "person-jack-cole-identity-1", "text": "Verified x account: MindsAI_Jack" }, { "sourceId": "person-jack-cole-fact-0", "text": "ARC Prize credits Jack Cole as adviser and reviewer for StochasticGoose @ Tufa Labs, the first-place agent in the 2025 ARC-AGI-3 Preview competition, whose lead developer was Dries Smit." }, { "sourceId": "person-jack-cole-fact-1", "text": "ARC Prize’s 2025 results list “Don’t throw the baby out with the bathwater: How and why deep learning for ARC” by J. Cole and M. Osman among the paper award honorable mentions." }, { "sourceId": "person-jack-cole-fact-2", "text": "On 19 October 2026, Mark Barney announced Jack Cole joining ARC Mutants for ARC-AGI-2. The public ARC2 roster lists jcole75, markbarney, scizical and sonphamorg under team 17023174. Team Turducken (ARC-AGI-3 team 15605182) is a separate entry; this announcement does not add Jack to that ARC3 team." }, { "sourceId": "person-jack-cole-fact-3", "text": "Jack Cole's Kaggle profile (jcole75) shows him as a Competitions Expert, ranked 483rd of 225,021 with a best-ever rank of 333rd, and two gold and two bronze competition medals." }, { "sourceId": "person-jack-cole-fact-4", "text": "Jack Cole's Kaggle profile dates his account joining to June 2017." }, { "sourceId": "person-jack-cole-fact-5", "text": "Kaggle lists the ARC Prize 2025 entry on Jack Cole's profile as 3rd of 1,455 teams with a gold medal. The entry shows five accounts (jcole75, driessmit1, pressman1, moeosman and michaelhodel), so the gold is a team result." }, { "sourceId": "person-jack-cole-fact-6", "text": "Kaggle lists Jack Cole's Stanford RNA 3D Folding Part 2 entry as 13th of 1,867 teams with a gold medal. The entry shows two accounts, jcole75 and bradleyshervheim, so it is a team result." }, { "sourceId": "person-jack-cole-fact-7", "text": "Jack Cole's two bronze medals on Kaggle are The 2026 NeuroGolf Championship (184th of 2,963 teams) and ROGII - Wellbore Geology Prediction (411th of 6,125 teams). Each entry shows only the jcole75 account." }, { "sourceId": "person-jack-cole-archive-0", "text": "ARC Prize 2025 third place · MindsAI & Tufa Labs" }, { "sourceId": "person-jack-cole-archive-1", "text": "ARC Prize 2024 · MindsAI top score, not prize-eligible" }, { "sourceId": "person-jack-cole-roster-0", "text": "jcole75 observed in Jack Cole (arc-prize-2026-arc-agi-2, team 15487968) between 2026-10-09T18:53:30Z and 2026-10-19T09:57:28Z." }, { "sourceId": "person-jack-cole-roster-1", "text": "jcole75 observed in Abstraction Lab & MindsAI (arc-prize-2026-arc-agi-3, team 15490570) between 2026-10-09T18:53:27Z and 2026-10-30T09:53:54Z." }, { "sourceId": "person-jack-cole-roster-2", "text": "jcole75 observed in ARC Mutants (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-19T17:58:20Z and 2026-10-31T17:28:39Z." } ], "teamIds": [ "17023174" ] }, { "id": "mithil-a-vakde", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "mithilavakde", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15486728", "teamName": "Mithil A Vakde" } ], "name": "Mithil A Vakde", "sources": [ { "sourceId": "person-mithil-a-vakde-identity-0", "text": "Verified kaggle account: mithilavakde" }, { "sourceId": "person-mithil-a-vakde-fact-0", "text": "Mithil A Vakde's public Kaggle account, mithilavakde, dates its joining to December 2019 and describes itself as quietly working away." }, { "sourceId": "person-mithil-a-vakde-fact-1", "text": "Kaggle lists his completed ARC Prize 2025 entry 653rd of 1455 teams, with no medal shown." }, { "sourceId": "person-mithil-a-vakde-fact-2", "text": "His profile counts two competitions, both entered solo and none in a team." }, { "sourceId": "person-mithil-a-vakde-fact-3", "text": "He is also entered in the active ARC Prize 2026 ARC-AGI-2 competition; any public standing there is provisional until the final close." }, { "sourceId": "person-mithil-a-vakde-fact-4", "text": "The Kaggle account mithilavakde publishes a model called mdlARC under the displayed name Mithil A Vakde." }, { "sourceId": "person-mithil-a-vakde-roster-0", "text": "mithilavakde observed in Mithil A Vakde (arc-prize-2026-arc-agi-2, team 15486728) between 2026-10-09T18:53:30Z and 2026-10-31T17:28:39Z." } ], "teamIds": [ "15486728" ] }, { "id": "keith-tyser", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15526034", "teamName": "この遥かなる旅路に祝福を" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T18:53:27Z", "lastObservedAt": "2026-10-12T10:04:19Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15508513", "teamName": "keithtyser" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-12T15:34:52Z", "lastObservedAt": "2026-10-16T21:50:59Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16447222", "teamName": "ARC Slayers" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-18T18:55:34Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15605182", "teamName": "Team Turducken" } ], "name": "Keith Tyser", "sources": [ { "sourceId": "person-keith-tyser-identity-0", "text": "Verified kaggle account: keithtyser" }, { "sourceId": "person-keith-tyser-identity-1", "text": "Verified x account: chiefkeitht" }, { "sourceId": "person-keith-tyser-fact-0", "text": "Kaggle lists Keith Tyser (account keithtyser, display name chiefkeith) as a Competitions Master, and his profile tallies 1 gold, 3 silver and 6 bronze competition medals, one of the silvers being a shared five-account team entry." }, { "sourceId": "person-keith-tyser-fact-1", "text": "His Kaggle competitions rank is 329th of 225,021, with a highest ever of 291st, and the account dates from September 2019." }, { "sourceId": "person-keith-tyser-fact-2", "text": "His best completed result is 14th of 6,125 teams in ROGII - Wellbore Geology Prediction, a gold medal; Kaggle shows that entry under his account alone." }, { "sourceId": "person-keith-tyser-fact-3", "text": "His Kaggriculture silver medal (302nd of 10,148 teams) is a shared entry: Kaggle shows five accounts on it, so it is a team medal, not an individual one." }, { "sourceId": "person-keith-tyser-fact-4", "text": "Kaggle lists his ARC Prize 2024 result as 122nd of 1,427 teams with a bronze medal, and shows him in the active ARC Prize 2026 ARC-AGI-2 and ARC-AGI-3 competitions, whose public standings are provisional until the private leaderboard closes." }, { "sourceId": "person-keith-tyser-fact-5", "text": "Keith Tyser describes his work as AI/ML engineering and data science on his professional website." }, { "sourceId": "person-keith-tyser-roster-0", "text": "keithtyser observed in この遥かなる旅路に祝福を (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-09T18:53:30Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-keith-tyser-roster-1", "text": "keithtyser observed in keithtyser (arc-prize-2026-arc-agi-3, team 15508513) between 2026-10-09T18:53:27Z and 2026-10-12T10:04:19Z." }, { "sourceId": "person-keith-tyser-roster-2", "text": "keithtyser observed in ARC Slayers (arc-prize-2026-arc-agi-3, team 16447222) between 2026-10-12T15:34:52Z and 2026-10-16T21:50:59Z." }, { "sourceId": "person-keith-tyser-roster-3", "text": "keithtyser observed in Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-18T18:55:34Z and 2026-10-30T09:53:54Z." } ], "teamIds": [ "15526034" ] }, { "id": "dries-smit", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "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": "2026-10-30T09:53:54Z", "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": "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-fact-1", "text": "Dries Smit is a Kaggle Competitions Expert with one gold and one silver competition medal on his public profile." }, { "sourceId": "person-dries-smit-fact-2", "text": "Kaggle lists ARC Prize 2025 as his best completed result, 3rd of 1,455 teams with a gold medal. The row displays five accounts, jcole75, driessmit1, pressman1, moeosman and michaelhodel, so the medal is a team result." }, { "sourceId": "person-dries-smit-fact-3", "text": "Kaggle lists his Pokémon Company PTCG AI Battle Challenge result as 80th of 6,807 teams with a silver medal, with only his own account displayed." }, { "sourceId": "person-dries-smit-fact-4", "text": "His Kaggle profile lists him as an AI Researcher at Tufa Labs and shows him active in both ARC Prize 2026 competitions, whose public standings are provisional until the private leaderboard settles." }, { "sourceId": "person-dries-smit-fact-5", "text": "Dries Smit's Kaggle profile dates his account joining to May 2018." }, { "sourceId": "person-dries-smit-fact-6", "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-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 2026-10-31T17:28:39Z." }, { "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 2026-10-30T09:53:54Z." } ], "teamIds": [ "16756524" ] }, { "id": "jeroen-cottaar", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "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": "2026-10-30T09:53:54Z", "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": "Jeroen Cottaar is a Kaggle Competitions Grandmaster, ranked 6th of 225,021 in the competitions ranking, with five gold and two silver competition medals on his public profile." }, { "sourceId": "person-jeroen-cottaar-fact-1", "text": "His Kaggle profile lists him as an AI Researcher at Tufa Labs, based in Eindhoven in the Netherlands, and dates his account to May 2023." }, { "sourceId": "person-jeroen-cottaar-fact-2", "text": "Kaggle lists his completed Santa 2025 Christmas Tree Packing Challenge entry 1st of 3,357 teams and his NeurIPS Ariel Data Challenge 2025 entry 1st of 860 teams, both with gold medals and both shown under his account alone." }, { "sourceId": "person-jeroen-cottaar-fact-3", "text": "He is also listed 2nd of 1,365 teams in the Yale/UNC-CH Geophysical Waveform Inversion competition and 2nd of 1,151 teams in the 2024 NeurIPS Ariel Data Challenge, both with gold medals." }, { "sourceId": "person-jeroen-cottaar-fact-4", "text": "His Kaggle competitions page shows him entered in both ARC Prize 2026 competitions, ARC-AGI-2 and ARC-AGI-3, which it lists as still running." }, { "sourceId": "person-jeroen-cottaar-fact-5", "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 2026-10-31T17:28:39Z." }, { "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 2026-10-30T09:53:54Z." } ], "teamIds": [ "16756524" ] }, { "id": "jan-disselhoff", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "insanitycheck", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15507730", "teamName": "Jan Disselhoff" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T18:53:27Z", "lastObservedAt": "2026-10-26T09:41:46Z", "memberHandle": "insanitycheck", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15501006", "teamName": "Jan Disselhoff" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-26T21:43:10Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "insanitycheck", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16032816", "teamName": "The ARChitects" } ], "name": "Jan Disselhoff", "sources": [ { "sourceId": "person-jan-disselhoff-identity-0", "text": "Verified kaggle account: insanitycheck" }, { "sourceId": "person-jan-disselhoff-fact-0", "text": "Jan Disselhoff is a Kaggle Competitions Expert with two gold competition medals shown on his public profile, both from team entries." }, { "sourceId": "person-jan-disselhoff-fact-1", "text": "Kaggle lists ARC Prize 2024 as a completed entry for Disselhoff, finished 1st of 1,427 teams with a gold medal; the entry shows the insanitycheck and dfranzen accounts." }, { "sourceId": "person-jan-disselhoff-fact-2", "text": "Kaggle lists ARC Prize 2025 as a completed entry for Disselhoff, finished 2nd of 1,455 teams with a gold medal; the entry shows the insanitycheck, dfranzen and dvhrtm accounts." }, { "sourceId": "person-jan-disselhoff-fact-3", "text": "Disselhoff's Kaggle account dates to March 2017, and his profile shows eight competitions entered, four solo and four in a team." }, { "sourceId": "person-jan-disselhoff-fact-4", "text": "Kaggle shows Disselhoff currently entered in both ARC Prize 2026 competitions: ARC-AGI-3 alongside the sbrodehl, dfranzen and dvhrtm accounts, and ARC-AGI-2 with only his own account displayed." }, { "sourceId": "person-jan-disselhoff-fact-5", "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-6", "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 2026-10-31T17:28:39Z." }, { "sourceId": "person-jan-disselhoff-roster-1", "text": "insanitycheck observed in Jan Disselhoff (arc-prize-2026-arc-agi-3, team 15501006) between 2026-10-09T18:53:27Z and 2026-10-26T09:41:46Z." }, { "sourceId": "person-jan-disselhoff-roster-2", "text": "insanitycheck observed in The ARChitects (arc-prize-2026-arc-agi-3, team 16032816) between 2026-10-26T21:43:10Z and 2026-10-30T09:53:54Z." } ], "teamIds": [ "15507730" ] }, { "id": "isaiahp", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T22:23:52Z", "lastObservedAt": "2026-10-30T09:53:54Z", "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": "2026-10-31T17:28:39Z", "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 (pressman1) is a Kaggle Competitions Grandmaster with five gold and three silver competition medals, ranked 14th of 225,021 when checked and 8th at his best." }, { "sourceId": "person-isaiahp-fact-2", "text": "Kaggle lists his Orbit Wars result as 1st of 4,729 teams with a gold medal, on an entry that shows only his account." }, { "sourceId": "person-isaiahp-fact-3", "text": "Kaggle lists ARC Prize 2025 as 3rd of 1,455 teams with a gold medal, on an entry that shows five accounts: jcole75, driessmit1, pressman1, moeosman and michaelhodel. The medal belongs to that team." }, { "sourceId": "person-isaiahp-fact-4", "text": "His other team gold medals on Kaggle are Lux AI (1st of 1,178 teams), Hungry Geese (2nd of 879) and NeurIPS 2024 - Lux AI Season 3 (2nd of 701); he shares each entry with other accounts." }, { "sourceId": "person-isaiahp-fact-5", "text": "His Kaggle competitions tab also lists active entries in both ARC Prize 2026 competitions, ARC-AGI-3 and ARC-AGI-2, which still had days to go when checked, so neither has a final result." }, { "sourceId": "person-isaiahp-fact-6", "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-7", "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 2026-10-30T09:53:54Z." }, { "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 2026-10-31T17:28:39Z." } ], "teamIds": [ "16756524" ] }, { "id": "mark-barney", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-11T20:02:55Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "markbarney", "season": "2026", "sourceTitle": "Mark Barney — public Kaggle active competition rosters", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "17023174", "teamName": "ARC Mutants" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-11T20:02:53Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "markbarney", "season": "2026", "sourceTitle": "Mark Barney — public Kaggle active competition rosters", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15605182", "teamName": "Team Turducken" } ], "name": "Mark Barney", "sources": [ { "sourceId": "person-mark-barney-identity-0", "text": "Verified kaggle account: markbarney" }, { "sourceId": "person-mark-barney-fact-0", "text": "RSNA Knee Abnormality Detection — bronze medal; 412th of 6,299 teams with Son Pham." }, { "sourceId": "person-mark-barney-fact-1", "text": "Predicting Electric Vehicle Purchases (Playground S6E9) — 280th of 3,575 teams; markbarney is the sole listed account." }, { "sourceId": "person-mark-barney-fact-2", "text": "Kaggriculture — 1,608th of 10,148 teams; markbarney is the sole listed account." }, { "sourceId": "person-mark-barney-fact-3", "text": "Joined Kaggle on 10 August 2025. His public profile lists nine competition entries: six active and three completed." }, { "sourceId": "person-mark-barney-roster-0", "text": "markbarney observed in ARC Mutants (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-11T20:02:55Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-mark-barney-roster-1", "text": "markbarney observed in Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-30T09:53:54Z." } ], "teamIds": [ "17023174" ] }, { "id": "son-pham", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-11T20:02:55Z", "lastObservedAt": "2026-10-12T15:34:53Z", "memberHandle": "sonphamorg", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15605185", "teamName": "Son Pham" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-11T20:02:53Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "sonphamorg", "season": "2026", "sourceTitle": "Son Pham — public Kaggle active competition rosters", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15605182", "teamName": "Team Turducken" }, { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-12T21:36:52Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "sonphamorg", "season": "2026", "sourceTitle": "Son Pham — public Kaggle active competition rosters", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "17023174", "teamName": "ARC Mutants" } ], "name": "Son Pham", "sources": [ { "sourceId": "person-son-pham-identity-0", "text": "Verified kaggle account: sonphamorg" }, { "sourceId": "person-son-pham-fact-0", "text": "Kaggle Competitions Expert — one silver and one bronze competition medal." }, { "sourceId": "person-son-pham-fact-1", "text": "Orbit Wars — silver medal; 119th of 4,729 teams. The listed entry shows sonphamorg." }, { "sourceId": "person-son-pham-fact-2", "text": "RSNA Knee Abnormality Detection — bronze medal; 412th of 6,299 teams with Mark Barney." }, { "sourceId": "person-son-pham-fact-3", "text": "Joined Kaggle in January 2026." }, { "sourceId": "person-son-pham-roster-0", "text": "sonphamorg observed in Son Pham (arc-prize-2026-arc-agi-2, team 15605185) between 2026-10-11T20:02:55Z and 2026-10-12T15:34:53Z." }, { "sourceId": "person-son-pham-roster-1", "text": "sonphamorg observed in Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-30T09:53:54Z." }, { "sourceId": "person-son-pham-roster-2", "text": "sonphamorg observed in ARC Mutants (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-12T21:36:52Z and 2026-10-31T17:28:39Z." } ], "teamIds": [ "17023174" ] }, { "id": "darragh-hanley", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-13T17:12:19Z", "lastObservedAt": "2026-10-30T09:53:54Z", "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": "2026-10-31T17:28:39Z", "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": "Kaggle lists Darragh (darraghdog) as a Competitions Grandmaster, ranked 53rd of 225,021, with a highest-ever competition rank of 4. His profile shows 28 gold, 14 silver and 3 bronze competition medals." }, { "sourceId": "person-darragh-hanley-fact-1", "text": "Darragh’s Kaggle account dates from July 2014, according to the join date shown on his profile." }, { "sourceId": "person-darragh-hanley-fact-2", "text": "Two entries at the top of his Kaggle competitions list are first-place finishes by teams that included his account: the AI Mathematical Olympiad - Progress Prize 2 (1st of 2,212 teams, seven account handles listed) and the Google American Sign Language Fingerspelling Recognition competition (1st of 1,314 teams, two handles listed)." }, { "sourceId": "person-darragh-hanley-fact-3", "text": "NVIDIA’s author biography calls Darragh Hanley a senior LLM technologist on its applied agent research team and a member of NVIDIA’s Kaggle Grandmaster team with multiple competition wins, with a peak rank in the top four worldwide." }, { "sourceId": "person-darragh-hanley-fact-4", "text": "Kaggle’s competitions page lists Darragh as an active entrant in both ARC Prize 2026 competitions, ARC-AGI-2 and ARC-AGI-3." }, { "sourceId": "person-darragh-hanley-fact-5", "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 2026-10-30T09:53:54Z." }, { "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 2026-10-31T17:28:39Z." } ], "teamIds": [ "15486939" ] }, { "id": "stefano-viel", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-13T17:12:19Z", "lastObservedAt": "2026-10-30T09:53:54Z", "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": "2026-10-31T17:28:39Z", "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 gives his job as Research Scientist at Tufa Labs, based in Zürich, Switzerland, and links to his GitHub, LinkedIn and X accounts." }, { "sourceId": "person-stefano-viel-fact-1", "text": "Stefano Viel’s Kaggle account dates from December 2018." }, { "sourceId": "person-stefano-viel-fact-2", "text": "Kaggle lists Stefano Viel’s completed NVIDIA Nemotron Model Reasoning Challenge entry at 3887th of 4185 teams, with no medal shown. Only his own account appears on the entry." }, { "sourceId": "person-stefano-viel-fact-3", "text": "Kaggle shows Stefano Viel as an entrant in both ARC Prize 2026 competitions, ARC-AGI-3 and ARC-AGI-2, which were still running when this was read." }, { "sourceId": "person-stefano-viel-fact-4", "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 2026-10-30T09:53:54Z." }, { "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 2026-10-31T17:28:39Z." } ], "teamIds": [ "16756524" ] }, { "id": "darren-amadeus-martin", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-27T01:13:36Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "darrenamadeusmartin", "season": "2026", "sourceTitle": "ARC2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16559402", "teamName": "Domdolus Tolus" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-29T22:52:35Z", "lastObservedAt": "2026-10-29T22:52:35Z", "memberHandle": "darrenamadeusmartin", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16534961", "teamName": "Domdolus Tolus" } ], "name": "Darren Amadeus Martin", "sources": [ { "sourceId": "person-darren-amadeus-martin-identity-0", "text": "Verified kaggle account: darrenamadeusmartin" }, { "sourceId": "person-darren-amadeus-martin-fact-0", "text": "Darren Amadeus Martin is a Kaggle Competitions Expert, with one gold and one silver competition medal shown on his public profile." }, { "sourceId": "person-darren-amadeus-martin-fact-1", "text": "Kaggle lists his completed NVIDIA Nemotron Model Reasoning Challenge entry fifth of 4,185 teams with a gold medal; the entry shows five accounts, so it is a shared team result." }, { "sourceId": "person-darren-amadeus-martin-fact-2", "text": "Kaggle lists his completed NeurIPS 2025 - Google Code Golf Championship entry 18th of 1,142 teams with a silver medal; the entry shows five accounts, so it is a shared team result." }, { "sourceId": "person-darren-amadeus-martin-fact-3", "text": "His Kaggle competitions page lists him in both active ARC Prize 2026 competitions, ARC-AGI-2 and ARC-AGI-3, each alongside the same four other accounts; no standing is shown there." }, { "sourceId": "person-darren-amadeus-martin-fact-4", "text": "His own Kaggle profile says he is a student at Waseda University in Nerima City, Tokyo, and dates his account to April 2022." }, { "sourceId": "person-darren-amadeus-martin-fact-5", "text": "NVIDIA Nemotron Model Reasoning Challenge: fifth of 4,185, gold medal — a shared Domdolus Tolus team result." }, { "sourceId": "person-darren-amadeus-martin-fact-6", "text": "Kaggle lists Darren Amadeus Martin among the authors of the Domdolus Tolus fifth-place NVIDIA Nemotron Model Reasoning Challenge write-up." }, { "sourceId": "person-darren-amadeus-martin-roster-0", "text": "darrenamadeusmartin observed in Domdolus Tolus (arc-prize-2026-arc-agi-2, team 16559402) between 2026-10-27T01:13:36Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-darren-amadeus-martin-roster-1", "text": "darrenamadeusmartin observed in Domdolus Tolus (arc-prize-2026-arc-agi-3, team 16534961) between 2026-10-29T22:52:35Z and 2026-10-29T22:52:35Z." } ], "teamIds": [ "16559402" ] }, { "id": "alwin-theodoric", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-29T22:52:37Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "alwintheodoric", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16559402", "teamName": "Domdolus Tolus" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-29T22:52:35Z", "lastObservedAt": "2026-10-29T22:52:35Z", "memberHandle": "alwintheodoric", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16534961", "teamName": "Domdolus Tolus" } ], "name": "Alwin Theodoric", "sources": [ { "sourceId": "person-alwin-theodoric-identity-0", "text": "Verified kaggle account: alwintheodoric" }, { "sourceId": "person-alwin-theodoric-fact-0", "text": "Alwin Theodoric's Kaggle profile lists him as a student at Tokyo University of Science in Katsushika City, Tokyo, and shows his account was created in April 2024." }, { "sourceId": "person-alwin-theodoric-fact-1", "text": "Kaggle lists a completed NVIDIA Nemotron Model Reasoning Challenge entry placed 5th of 4,185 teams with a gold medal. Five accounts, his among them, are shown on the entry, so it is a team result, not a solo honour." }, { "sourceId": "person-alwin-theodoric-fact-2", "text": "Kaggle lists his completed entry in the community competition Fake or Real: The Impostor Hunt in Texts as 1st of 992 teams, shared with the darrenamadeusmartin account. Kaggle shows no medal on that card." }, { "sourceId": "person-alwin-theodoric-fact-3", "text": "His Kaggle competitions page counts eight competitions, seven of them in a team and one solo, and shows him active in both ARC Prize 2026 competitions, ARC-AGI-2 and ARC-AGI-3." }, { "sourceId": "person-alwin-theodoric-fact-4", "text": "Member of the five-account Domdolus Tolus team that finished fifth of 4,185 in the NVIDIA Nemotron Model Reasoning Challenge, earning a competition gold medal. The public team write-up credits all five members." }, { "sourceId": "person-alwin-theodoric-roster-0", "text": "alwintheodoric observed in Domdolus Tolus (arc-prize-2026-arc-agi-2, team 16559402) between 2026-10-29T22:52:37Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-alwin-theodoric-roster-1", "text": "alwintheodoric observed in Domdolus Tolus (arc-prize-2026-arc-agi-3, team 16534961) between 2026-10-29T22:52:35Z and 2026-10-29T22:52:35Z." } ], "teamIds": [ "16559402" ] }, { "id": "billy-anggara", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-29T22:52:37Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "billyanggara", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16559402", "teamName": "Domdolus Tolus" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-29T22:52:35Z", "lastObservedAt": "2026-10-29T22:52:35Z", "memberHandle": "billyanggara", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16534961", "teamName": "Domdolus Tolus" } ], "name": "Billy Anggara", "sources": [ { "sourceId": "person-billy-anggara-identity-0", "text": "Verified kaggle account: billyanggara" }, { "sourceId": "person-billy-anggara-fact-0", "text": "Billy Anggara's Kaggle profile lists him as a student at Chuo University, based in Tachikawa, Tokyo, Japan." }, { "sourceId": "person-billy-anggara-fact-1", "text": "Billy Anggara's Kaggle account dates its joining to April 2026." }, { "sourceId": "person-billy-anggara-fact-2", "text": "Kaggle lists one completed competition on Billy Anggara's profile: the NVIDIA Nemotron Model Reasoning Challenge, fifth of 4,185 teams, with a gold medal. The entry shows five accounts, his among them, so the result is a team result shared by all five." }, { "sourceId": "person-billy-anggara-fact-3", "text": "Billy Anggara's profile shows all three of his competitions as team entries, none solo, and lists him in both ARC Prize 2026 competitions, ARC-AGI-2 and ARC-AGI-3, which Kaggle showed as three days from closing." }, { "sourceId": "person-billy-anggara-fact-4", "text": "Member of the five-account Domdolus Tolus team that finished fifth of 4,185 in the NVIDIA Nemotron Model Reasoning Challenge, earning a competition gold medal. The public team write-up credits all five members." }, { "sourceId": "person-billy-anggara-roster-0", "text": "billyanggara observed in Domdolus Tolus (arc-prize-2026-arc-agi-2, team 16559402) between 2026-10-29T22:52:37Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-billy-anggara-roster-1", "text": "billyanggara observed in Domdolus Tolus (arc-prize-2026-arc-agi-3, team 16534961) between 2026-10-29T22:52:35Z and 2026-10-29T22:52:35Z." } ], "teamIds": [ "16559402" ] }, { "id": "tri-ardian-rinalda", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-29T22:52:37Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "rinnnntt", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16559402", "teamName": "Domdolus Tolus" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-29T22:52:35Z", "lastObservedAt": "2026-10-29T22:52:35Z", "memberHandle": "rinnnntt", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16534961", "teamName": "Domdolus Tolus" } ], "name": "Tri Ardian Rinalda", "sources": [ { "sourceId": "person-tri-ardian-rinalda-identity-0", "text": "Verified kaggle account: rinnnntt" }, { "sourceId": "person-tri-ardian-rinalda-fact-0", "text": "Tri Ardian Rinalda lists a student role at Institute of Science Tokyo, based in Meguro City, Tokyo, and has been on Kaggle since March 2024." }, { "sourceId": "person-tri-ardian-rinalda-fact-1", "text": "Kaggle lists the NVIDIA Nemotron Model Reasoning Challenge entry as 5th of 4,185 teams with a gold medal, shown beside five team accounts including rinnnntt. It is a shared team result." }, { "sourceId": "person-tri-ardian-rinalda-fact-2", "text": "On the public ARC-AGI-2 leaderboard snapshot of 30 October, the five-account Domdolus Tolus team that includes rinnnntt sits 4th of 3,535 teams. This standing is provisional until the private leaderboard decides it." }, { "sourceId": "person-tri-ardian-rinalda-fact-3", "text": "On the public ARC-AGI-3 leaderboard snapshot of 30 October, the same five-account Domdolus Tolus team sits 2,225th of 4,984 teams. This standing is provisional until the private leaderboard decides it." }, { "sourceId": "person-tri-ardian-rinalda-fact-4", "text": "Member of the five-account Domdolus Tolus team that finished fifth of 4,185 in the NVIDIA Nemotron Model Reasoning Challenge, earning a competition gold medal. The public team write-up credits all five members." }, { "sourceId": "person-tri-ardian-rinalda-roster-0", "text": "rinnnntt observed in Domdolus Tolus (arc-prize-2026-arc-agi-2, team 16559402) between 2026-10-29T22:52:37Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-tri-ardian-rinalda-roster-1", "text": "rinnnntt observed in Domdolus Tolus (arc-prize-2026-arc-agi-3, team 16534961) between 2026-10-29T22:52:35Z and 2026-10-29T22:52:35Z." } ], "teamIds": [ "16559402" ] }, { "id": "muhammad-yassir-ramadhan", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-29T22:52:37Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "yassirramadhan", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16559402", "teamName": "Domdolus Tolus" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-29T22:52:35Z", "lastObservedAt": "2026-10-29T22:52:35Z", "memberHandle": "yassirramadhan", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16534961", "teamName": "Domdolus Tolus" } ], "name": "Muhammad Yassir Ramadhan", "sources": [ { "sourceId": "person-muhammad-yassir-ramadhan-identity-0", "text": "Verified kaggle account: yassirramadhan" }, { "sourceId": "person-muhammad-yassir-ramadhan-fact-0", "text": "Muhammad Yassir Ramadhan's own Kaggle profile lists him as a student in Hino, Tokyo, Japan, and shows him as having joined Kaggle in November 2025." }, { "sourceId": "person-muhammad-yassir-ramadhan-fact-1", "text": "Kaggle lists the completed NVIDIA Nemotron Model Reasoning Challenge entry as fifth of 4,185 teams, with a gold medal. The entry shows five accounts, his among them, so the medal is a shared team medal." }, { "sourceId": "person-muhammad-yassir-ramadhan-fact-2", "text": "Kaggle also lists a BirdCLEF+ 2026 finish of 2,505th of 4,094 teams, shared with two other accounts, and a solo ROGII Wellbore Geology Prediction finish of 5,184th of 6,125 teams. Neither shows a medal." }, { "sourceId": "person-muhammad-yassir-ramadhan-fact-3", "text": "His Kaggle profile shows him in both active ARC Prize 2026 competitions, ARC-AGI-2 and ARC-AGI-3, with the same five accounts displayed on each entry as on the Nemotron entry." }, { "sourceId": "person-muhammad-yassir-ramadhan-fact-4", "text": "Member of the five-account Domdolus Tolus team that finished fifth of 4,185 in the NVIDIA Nemotron Model Reasoning Challenge, earning a competition gold medal. The public team write-up credits all five members." }, { "sourceId": "person-muhammad-yassir-ramadhan-roster-0", "text": "yassirramadhan observed in Domdolus Tolus (arc-prize-2026-arc-agi-2, team 16559402) between 2026-10-29T22:52:37Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-muhammad-yassir-ramadhan-roster-1", "text": "yassirramadhan observed in Domdolus Tolus (arc-prize-2026-arc-agi-3, team 16534961) between 2026-10-29T22:52:35Z and 2026-10-29T22:52:35Z." } ], "teamIds": [ "16559402" ] }, { "id": "michal-gromadzki", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-29T22:52:37Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "majkel1337", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16373916", "teamName": "Majkel1337" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-29T22:52:35Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "majkel1337", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16958599", "teamName": "Majkel1337" } ], "name": "Michał Gromadzki", "sources": [ { "sourceId": "person-michal-gromadzki-identity-0", "text": "Verified kaggle account: majkel1337" }, { "sourceId": "person-michal-gromadzki-fact-0", "text": "The Kaggle account Majkel1337 is a Competitions Master ranked 290th of 225,021, with a best-ever rank of 274th; its profile displays two gold medals and one silver, the silver being a three-account team entry." }, { "sourceId": "person-michal-gromadzki-fact-1", "text": "Kaggle lists the account's gold-medal finishes as 12th of 6,807 teams in the Pokémon TCG AI Battle Challenge Simulation and 18th of 10,148 teams in Kaggriculture, each shown with only the majkel1337 account." }, { "sourceId": "person-michal-gromadzki-fact-2", "text": "Kaggle lists a silver medal at 30th of 4,185 teams in the NVIDIA Nemotron Model Reasoning Challenge. That entry shows three accounts (piotrwilczyski, majkel1337 and kaziakazanowska), so it is a team medal, not an individual one." }, { "sourceId": "person-michal-gromadzki-fact-3", "text": "Both ARC Prize 2026 competitions, ARC-AGI-3 and ARC-AGI-2, appear under the account's active competitions, each three days from its close as displayed on 30 October 2026." }, { "sourceId": "person-michal-gromadzki-fact-4", "text": "The Kaggle profile links to github.com/Michal1337, whose public name is Michał Gromadzki, described there as an ML Engineer at Samsung R&D Institute Poland." }, { "sourceId": "person-michal-gromadzki-fact-5", "text": "Own Kaggle profile directly links github.com/Michal1337, whose public display name is Michał Gromadzki; his own LexiGen write-up also credits that full name." }, { "sourceId": "person-michal-gromadzki-fact-6", "text": "Own GitHub biography describes an ML Engineer at Samsung R&D Institute Poland." }, { "sourceId": "person-michal-gromadzki-roster-0", "text": "majkel1337 observed in Majkel1337 (arc-prize-2026-arc-agi-2, team 16373916) between 2026-10-29T22:52:37Z and 2026-10-31T17:28:39Z." }, { "sourceId": "person-michal-gromadzki-roster-1", "text": "majkel1337 observed in Majkel1337 (arc-prize-2026-arc-agi-3, team 16958599) between 2026-10-29T22:52:35Z and 2026-10-30T09:53:54Z." } ], "teamIds": [ "16373916" ] }, { "id": "mitubant", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-30T00:22:47Z", "lastObservedAt": "2026-10-30T09:53:54Z", "memberHandle": "mitubant", "season": "2026", "sourceTitle": "Team Turducken — dated ARC-AGI-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15605182", "teamName": "Team Turducken" }, { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-30T00:22:48Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "mitubant", "season": "2026", "sourceTitle": "NT — separate ARC2 team, dated public roster", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15526034", "teamName": "この遥かなる旅路に祝福を" } ], "name": "NT", "sources": [ { "sourceId": "person-mitubant-identity-0", "text": "Verified kaggle account: mitubant" }, { "sourceId": "person-mitubant-fact-0", "text": "NT competes as mitubant with Team Turducken in ARC-AGI-3." }, { "sourceId": "person-mitubant-fact-1", "text": "NT, who uses the Kaggle handle mitubant, joined Kaggle in November 2018 and is a Competitions Expert with three silver and two bronze competition medals, ranked 1,723rd of 225,021." }, { "sourceId": "person-mitubant-fact-2", "text": "Kaggle lists the team entry that includes NT in The 2026 NeuroGolf Championship, a contest about the smallest neural networks that solve ARC-AGI puzzles, 18th of 2,963 teams with a silver medal. The entry shows five accounts: nahman, evilpsycho42, mitubant, calibrator and russcore; it is a team medal, not NT's solo result." }, { "sourceId": "person-mitubant-fact-3", "text": "NT's other two silver medals are team entries: ROGII Wellbore Geology Prediction, 171st of 6,125 teams, listed with ngyzly, yichengs, zzxhee and huangshunhao; and Kaggriculture, 302nd of 10,148 teams, listed with ngyzly, keithtyser, hdhsjdjd and dzjiann." }, { "sourceId": "person-mitubant-fact-4", "text": "NT's two bronze medals are from the Pokémon Company PTCG AI Battle Challenge, 523rd of 6,807 teams, listed with ngyzly, and RSNA Knee Abnormality Detection, 540th of 6,299 teams, where only the mitubant account is shown." }, { "sourceId": "person-mitubant-fact-5", "text": "NT's Kaggle competitions page lists both ARC Prize 2026 - ARC-AGI-3 and ARC Prize 2026 - ARC-AGI-2 among his five active competitions." }, { "sourceId": "person-mitubant-roster-0", "text": "mitubant observed in Team Turducken (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-30T00:22:47Z and 2026-10-30T09:53:54Z." }, { "sourceId": "person-mitubant-roster-1", "text": "mitubant observed in この遥かなる旅路に祝福を (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-30T00:22:48Z and 2026-10-31T17:28:39Z." } ], "teamIds": [ "15526034" ] }, { "id": "chan-kha-vu", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-31T16:58:35Z", "lastObservedAt": "2026-10-31T17:28:39Z", "memberHandle": "chankhavu", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16600664", "teamName": "V | A | M" } ], "name": "Chan Kha Vu", "sources": [ { "sourceId": "person-chan-kha-vu-identity-0", "text": "Verified kaggle account: chankhavu" }, { "sourceId": "person-chan-kha-vu-identity-1", "text": "Verified x account: chankhavu" }, { "sourceId": "person-chan-kha-vu-fact-0", "text": "Kaggle lists Chan Kha Vu as a Competitions Master, with two gold and five silver competition medals; his displayed rank was 382 of 225,016 and his highest rank was 271." }, { "sourceId": "person-chan-kha-vu-fact-1", "text": "His account’s completed competition list shows second of 2,963 in the 2026 NeuroGolf Championship with a five-person team, and ninth of 642 in Image Matching Challenge 2022 as a solo entry; both received gold." }, { "sourceId": "person-chan-kha-vu-fact-2", "text": "His own profile describes him as a software engineer at Microsoft and says he is from Ukraine." }, { "sourceId": "person-chan-kha-vu-fact-3", "text": "Chan’s public post celebrates his team’s rise from about 50 to 76 points over five days, names two other X accounts, and says the team aims for 80 or more." }, { "sourceId": "person-chan-kha-vu-roster-0", "text": "chankhavu observed in V | A | M (arc-prize-2026-arc-agi-2, team 16600664) between 2026-10-31T16:58:35Z and 2026-10-31T17:28:39Z." } ], "teamIds": [ "16600664" ] } ], "scoreHistory": { "15486728": [ [ "2026-10-08T02:12:40Z", 33.89, 25 ], [ "2026-10-08T02:42:42Z", 33.89, 26 ], [ "2026-10-08T19:50:39Z", 33.89, 27 ], [ "2026-10-09T02:51:37Z", 33.89, 28 ], [ "2026-10-09T11:22:22Z", 33.89, 29 ], [ "2026-10-09T23:24:14Z", 33.89, 30 ], [ "2026-10-10T01:24:30Z", 33.89, 31 ], [ "2026-10-10T05:29:25Z", 33.89, 32 ], [ "2026-10-10T22:00:54Z", 33.89, 34 ], [ "2026-10-11T02:31:21Z", 33.89, 35 ], [ "2026-10-11T16:32:36Z", 33.89, 36 ], [ "2026-10-11T19:02:49Z", 33.89, 37 ], [ "2026-10-11T20:02:55Z", 33.89, 38 ], [ "2026-10-11T21:03:03Z", 33.89, 39 ], [ "2026-10-11T22:33:11Z", 33.89, 40 ], [ "2026-10-12T00:03:21Z", 33.89, 41 ], [ "2026-10-12T10:04:20Z", 33.89, 42 ], [ "2026-10-12T12:04:34Z", 33.89, 43 ], [ "2026-10-12T13:04:39Z", 33.89, 44 ], [ "2026-10-12T13:34:42Z", 33.89, 45 ], [ "2026-10-12T16:04:57Z", 33.89, 46 ], [ "2026-10-12T16:35:00Z", 33.89, 47 ], [ "2026-10-12T19:06:31Z", 33.89, 48 ], [ 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commissioned by head editor Mark Barney. Standings observed October 30 at 4:55 pm EDT.", "generatedBy": "gpt-6.1-sol", "headline": "Friday Night Special: Darren Amadeus Martin and Domdolus Tolus—fifth-place gold, now fourth and hunting", "id": "2026-10-30-friday-special-darren-domdolus-tolus", "image": { "alt": "The Domdolus Tolus team in the scoring hall: Darren’s two dogs at centre, Alwin and Yassir as their own characters, and Billy and Tri as helmeted figures. Five competitors are represented.", "caption": "Domdolus Tolus takes the scoring hall: five competitors, with Darren represented by his two dogs.", "src": "/news-images/2026-10-30-friday-special-darren-domdolus-tolus-cover.webp" }, "publishedAt": "2026-10-30T21:18:59Z", "sections": [ { "heading": "Put all five names on the marquee", "sourceIds": [ "person-darren-amadeus-martin-fact-5", "person-dawid-kopiczko-fact-3" ], "text": "Fifth out of 4,185. Gold. Put that on the marquee.\n\nBefore their ARC2 campaign brought them into the leading group, Domdolus Tolus earned that finish in the NVIDIA Nemotron Model Reasoning Challenge. The team was Darren Amadeus Martin, Alwin Theodoric, Muhammad Yassir Ramadhan, Billy Anggara and Tri Ardian Rinalda. All five are together on the current ARC2 roster.\n\nFriday’s 4:55 pm EDT public board places them fourth at 83.47, only 0.42 behind third-placed nvbanana. That puts them directly behind Jean-François Puget and Darragh Hanley as the final weekend begins. The students have some distinguished company in their sights." }, { "heading": "The students behind the name", "sourceIds": [ "person-darren-amadeus-martin-identity-0", "person-alwin-theodoric-identity-0", "person-billy-anggara-identity-0", "person-tri-ardian-rinalda-identity-0", "person-muhammad-yassir-ramadhan-identity-0", "person-darren-amadeus-martin-fact-1", "person-alwin-theodoric-fact-1" ], "text": "The university roll call introduces a team of students with a major gold-medal result already behind them. Darren lists Waseda University; Alwin, Tokyo University of Science; Billy, Chuo University; and Tri, Institute of Science Tokyo. Yassir also describes himself as a student.\n\nThey have already learned how to produce a serious result together. And the back catalogue has personality: Darren and Alwin share a first-place finish in the community competition Fake or Real: The Impostor Hunt in Texts. Darren’s record also includes a shared eighteenth-place finish, with silver, in the 1,142-team NeurIPS 2025 Google Code Golf Championship." }, { "heading": "A gold-medal origin story", "sourceIds": [ "person-darren-amadeus-martin-fact-5" ], "text": "Their Nemotron write-up has a title worthy of the sports pages: Jack of Trades, Loser of Cryptarithm. Its opening describes near-zero experience in machine learning, particularly language-model fine-tuning.\n\nTheir response was to spend much of the competition solving puzzles themselves and refining the reasoning they wanted a model to learn. They then pushed into engineering and training during the closing weeks, building synthetic puzzle generators and drawing on public community work. They finished fourth on the public board and fifth on the private one, and published their experiments, failures and final model afterward.\n\nIt is a terrific introduction to a team: a gold-medal finish accompanied by a candid account of how much they had to learn to get there." }, { "heading": "Their next move is ARC2", "sourceIds": [ "darren-current-focus", "darren-speed-work", "darren-closed-playbook" ], "text": "Darren has supplied a clear answer about the closing stretch. On October 28, discussing the team’s low ARC3 result and the time remaining, he wrote: “we prefer to continue arc agi 2 only”.\n\nHe has also discussed extensive code-optimisation work while keeping the full method private. His own follow-up acknowledged that greater speed had not produced the hoped-for leaderboard result. That gives readers something more interesting than a generic success story: a decorated team still working out how to turn its engineering gains into the next competitive breakthrough.\n\nNow the same five names sit fourth in ARC2. The immediate target is third: nvbanana is less than half a point ahead." } ], "sourceId": "dispatch-2026-10-30-friday-special-darren-domdolus-tolus", "sources": [ { "accessedAt": "2026-10-29T23:43:35Z", "id": "person-darren-amadeus-martin-fact-5", "title": "Domdolus Tolus — fifth-place solution and author credits", "url": "https://www.kaggle.com/competitions/nvidia-nemotron-model-reasoning-challenge/writeups/domdolus-tolus-solution" }, { "accessedAt": "2026-10-30T12:59:34Z", "id": "person-dawid-kopiczko-fact-3", "title": "ARC Prize 2026 ARC-AGI-2 public leaderboard snapshot (provisional)", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" }, { "accessedAt": "2026-10-27T01:44:45Z", "id": "person-darren-amadeus-martin-identity-0", "title": "Author-linked Kaggle profile on his public Flash Next eligibility question", "url": "https://www.kaggle.com/darrenamadeusmartin" }, { "accessedAt": "2026-10-29T23:42:34Z", "id": "person-alwin-theodoric-identity-0", "title": "Alwin Theodoric — own Kaggle profile", "url": "https://www.kaggle.com/alwintheodoric" }, { "accessedAt": "2026-10-29T23:42:34Z", "id": "person-billy-anggara-identity-0", "title": "Billy Anggara — own Kaggle profile", "url": "https://www.kaggle.com/billyanggara" }, { "accessedAt": "2026-10-29T23:42:34Z", "id": "person-tri-ardian-rinalda-identity-0", "title": "Tri Ardian Rinalda — own Kaggle profile", "url": "https://www.kaggle.com/rinnnntt" }, { "accessedAt": "2026-10-29T23:42:34Z", "id": "person-muhammad-yassir-ramadhan-identity-0", "title": "Muhammad Yassir Ramadhan — own Kaggle profile", "url": "https://www.kaggle.com/yassirramadhan" }, { "accessedAt": "2026-10-30T13:12:41Z", "id": "person-darren-amadeus-martin-fact-1", "title": "Darren Amadeus Martin — completed NVIDIA Nemotron result on Kaggle", "url": "https://www.kaggle.com/darrenamadeusmartin/competitions" }, { "accessedAt": "2026-10-30T13:23:29Z", "id": "person-alwin-theodoric-fact-1", "title": "Alwin Theodoric — completed NVIDIA Nemotron entry on Kaggle", "url": "https://www.kaggle.com/alwintheodoric/competitions" }, { "accessedAt": "2026-10-29T23:45:22Z", "id": "darren-current-focus", "title": "Darren — October28 decision to focus on ARC2 after ARC3 trial", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/750546#3546036" }, { "accessedAt": "2026-10-29T23:45:22Z", "id": "darren-speed-work", "title": "Darren — October27 account of extensive ClaudeCode optimizations", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/750546#3545810" }, { "accessedAt": "2026-10-29T23:45:22Z", "id": "darren-closed-playbook", "title": "Darren — October28 comparison and decision to keep the full method private", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/750546#3546160" } ] }, { "commissionedBy": "mark-barney", "competition": "arc-2", "editorNote": "Friday Night Special, commissioned by head editor Mark Barney. Standings observed October 30 at 4:55 pm EDT.", "generatedBy": "gpt-6.1-sol", "headline": "Friday Night Special: Jeroen Cottaar, the Grandmaster in the Tufa Citadel", "id": "2026-10-30-friday-special-jeroen-cottaar-tufa-citadel", "image": { "alt": "Jeroen Cottaar with glasses and a wry smile seated in the Tufa Citadel, wearing charcoal and ivory with restrained crimson, surrounded by monumental GPU racks and friendly black spiders.", "caption": "Jeroen Cottaar in the Tufa Citadel.", "src": "/news-images/2026-10-30-friday-special-jeroen-cottaar-tufa-citadel-cover.webp" }, "publishedAt": "2026-10-30T21:18:59Z", "sections": [ { "heading": "The man behind the portrait", "sourceIds": [ "person-jeroen-cottaar-identity-0", "person-dawid-kopiczko-fact-3" ], "text": "Who is the man with the wry smile on the GPU throne? Jeroen Cottaar, a Kaggle Competitions Grandmaster whose Tufa Labs team leads ARC2 by just 0.84 points heading into the final weekend.\n\nHis public profile, checked Friday morning, placed him sixth in the competitions ranking, with five gold and two silver medals. He joined Kaggle in May 2023. Three and a half years later, he has assembled the sort of record that makes a Friday-night close-up overdue." }, { "heading": "The trophy cabinet", "sourceIds": [ "person-jeroen-cottaar-fact-2" ], "text": "Start with two outright victories: first among 3,357 teams in the Santa 2025 Christmas Tree Packing Challenge, and first among 860 in the NeurIPS Ariel Data Challenge 2025. Both completed entries show his account alone.\n\nThen add second among 1,365 teams in the Yale/UNC-CH Geophysical Waveform Inversion competition and second among 1,151 in the 2024 Ariel challenge. Four podium finishes across that collection would make a handsome career montage. Cottaar is still adding to it." }, { "heading": "Before the citadel", "sourceIds": [ "tufa-official-team-biography" ], "text": "Tufa’s own biography fills in the man behind those results. Cottaar holds a PhD in Applied Physics from Eindhoven University of Technology and spent more than a decade at ASML, where he architected Bayesian machine-learning approaches for semiconductor metrology.\n\nHis competition work, Tufa says, has ranged from Bayesian inference to genetic algorithms using custom CUDA kernels. His current interests include reasoning, abstraction, program synthesis and test-time computation. He now wants to bring Bayesian methods together with LLM reasoning.\n\nThere is the character beneath our illustration: a scientist and an experienced builder, with the competition results to give the grandmaster title some weight." }, { "heading": "The throne has company", "sourceIds": [ "person-dawid-kopiczko-fact-3", "person-elad-sarafian-fact-2" ], "text": "On Friday’s 4:55 pm EDT ARC2 board, Tufa leads at 88.06. Yi-Chia Chen’s Fields Model is second at 87.22—a gap of just 0.84. Across on ARC3, Chen leads and Tufa is second. The two entries have given the final weekend a title race on both fronts.\n\nCottaar shares Tufa’s ARC2 roster with Dries Smit, Isaiah Pressman and Stefano Viel. This is a team campaign; our mastermind portrait gives one of its distinguished competitors the spotlight. With Tufa defending that narrow lead, Cottaar belongs in the Friday-night spotlight.\n\nA slender lead, a decorated grandmaster and a final weekend with everything still to play for. That is a Friday-night main event." } ], "sourceId": "dispatch-2026-10-30-friday-special-jeroen-cottaar-tufa-citadel", "sources": [ { "accessedAt": "2026-10-09T19:23:29Z", "id": "person-jeroen-cottaar-identity-0", "title": "Public professional account profile", "url": "https://www.kaggle.com/jeroencottaar" }, { "accessedAt": "2026-10-30T12:59:34Z", "id": "person-dawid-kopiczko-fact-3", "title": "ARC Prize 2026 ARC-AGI-2 public leaderboard snapshot (provisional)", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" }, { "accessedAt": "2026-10-30T11:30:21Z", "id": "person-jeroen-cottaar-fact-2", "title": "Jeroen Cottaar — completed Santa 2025 and Ariel 2025 results on Kaggle", "url": "https://www.kaggle.com/jeroencottaar/competitions" }, { "accessedAt": "2026-10-30T21:18:59Z", "id": "tufa-official-team-biography", "title": "Tufa Labs — Jeroen Cottaar official biography", "url": "https://tufalabs.ai/team/" }, { "accessedAt": "2026-10-30T12:25:17Z", "id": "person-elad-sarafian-fact-2", "title": "ARC-3 public leaderboard mirror — team NVARC3", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board" } ] }, { "commissionedBy": "mark-barney", "competition": "arc-2", "editorNote": "Written by Claude Sonnet 5.5 with the writers’ desk (GPT 6.1 Terra, Extra High, and GPT 6.1 Sol). Boards read Saturday at 1:58 pm Eastern; places are provisional until the private board closes.", "generatedBy": "claude-sonnet-5-5", "headline": "Chan Kha Vu’s V | A | M: 26 points in five days, and ninth on the ARC-2 board", "id": "2026-10-31-saturday-chan-vam-top-ten", "image": { "alt": "Chan Kha Vu’s ARC Prize card, with his embroidered mask and clothing transformed into cyberpunk armor and headgear; the accompanying score panel records ninth place on October 31.", "caption": "Chan Kha Vu’s new ARC Prize card. Rank and score reflect the October 31 public-board snapshot.", "src": "/news-images/2026-10-31-saturday-chan-vam-top-ten.webp" }, "publishedAt": "2026-10-31T18:29:05Z", "sections": [ { "heading": "Points, not places", "sourceIds": [ "board", "chan-post" ], "text": "Two different numbers are in play, so let us keep them apart. Points are the score. Chan’s Friday post counted points: V | A | M went from 50 to 76 in five days and wants 80 or more. Place is where that score sits on the board. Saturday the team’s 76.25 points put it ninth on the ARC-AGI-2 public board, inside the top ten and inside the gold line, which runs to seventeenth. In our observed history the team has been as high as eighth." }, { "heading": "Three names on the team sheet", "sourceIds": [ "board", "chan-post", "nguyen", "arazzd" ], "text": "The roster lists Kaggle accounts arazzd, chankhavu and nguyennguyen599, and Chan’s post tags @nguyen_manh599, @razdaibi and @kaggle. On Kaggle, nguyennguyen599 is a Competitions Expert whose list includes first of 1,075 teams at the WiDS Datathon 2025, a community contest, and second of six at the AI Mathematical Olympiad Proof Pilot. arazzd is a quiet seven-year-old account that has entered both ARC contests this year." }, { "heading": "Gold already in the case", "sourceIds": [ "chan-kaggle", "chan-results", "giba" ], "text": "Chan is a Kaggle Competitions Master with two competition golds and five silvers, and a career-best rank of 271. Those are career medals, not a claim that this campaign has won one. The completed list includes second among 2,963 teams at the 2026 NeuroGolf Championship, with a five-person team; first place went to Giba, who is now on NVIDIA’s NVARC3. Add ninth of 642 in the Image Matching Challenge 2022." }, { "heading": "A voice in the circus", "sourceIds": [ "chan-card", "team-card", "k2-selection" ], "text": "On the forum this weekend Chan has been one of the sharpest voices on Kaggle’s scoring delays: with queues past twelve hours and scoring past a day, a last-day submission cannot count, and the ask is more time to pick a final, not more submissions. On Kaggle and X, Chan is @chankhavu." } ], "sourceId": "dispatch-2026-10-31-saturday-chan-vam-top-ten", "sources": [ { "accessedAt": "2026-10-31T17:58:42Z", "id": "board", "title": "ARC-2 public board and roster", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" }, { "accessedAt": "2026-10-31T17:20:00Z", "id": "chan-post", "title": "Chan Kha Vu celebrates the climb on X", "url": "https://x.com/chankhavu/status/2116281051702280456" }, { "accessedAt": "2026-10-31T17:20:00Z", "id": "chan-kaggle", "title": "Chan Kha Vu on Kaggle", "url": "https://www.kaggle.com/chankhavu" }, { "accessedAt": "2026-10-31T17:20:00Z", "id": "chan-results", "title": "Chan Kha Vu competition results", "url": "https://www.kaggle.com/chankhavu/competitions" }, { "accessedAt": "2026-10-31T17:28:39Z", "id": "chan-card", "title": "Chan Kha Vu’s ARC Prize card", "url": "https://arc.markbarney.net/news/cards/person-chan-kha-vu-2026" }, { "accessedAt": "2026-10-31T17:28:39Z", "id": "team-card", "title": "V | A | M team card", "url": "https://arc.markbarney.net/news/cards/team-v-a-m-arc2-2026" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "k2-selection", "title": "ARC-2 forum: “Scoring 24h+ — proposal if delays persist”", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/753723" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "nguyen", "title": "nguyennguyen599 — Kaggle profile and competitions", "url": "https://www.kaggle.com/nguyennguyen599/competitions" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "arazzd", "title": "arazzd — Kaggle profile and competitions", "url": "https://www.kaggle.com/arazzd/competitions" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "giba", "title": "Giba (titericz) — Kaggle profile and competitions", "url": "https://www.kaggle.com/titericz/competitions" } ] }, { "commissionedBy": "mark-barney", "competition": "arc-2", "editorNote": "Written by Claude Sonnet 5.5 with the writers’ desk (GPT 6.1 Terra, Extra High, and GPT 6.1 Sol). Boards read Saturday at 1:58 pm Eastern; places are provisional until the private board closes.", "generatedBy": "claude-sonnet-5-5", "headline": "Tufa’s detective on the case: Jeroen Cottaar clocks Kaggle’s missing forty minutes", "id": "2026-10-31-saturday-cottaar-forty-minutes", "publishedAt": "2026-10-31T18:29:05Z", "sections": [ { "heading": "Friday’s portrait, Saturday’s stopwatch", "sourceIds": [ "board", "board3", "person-jeroen-cottaar-fact-0" ], "text": "Friday night we seated Jeroen Cottaar on the GPU throne in the Tufa Citadel. Saturday the portrait is working. Tufa Labs holds first place in ARC-2 at 88.06, with Yi-Chia Chen’s Fields Model second at 87.22. In ARC-3 the order flips: Chen leads at 75.56 and Tufa is second at 70.02. Two teams sit at the top of both boards, and Cottaar has spent the week poking at Kaggle’s machinery out loud." }, { "heading": "The experiment", "sourceIds": [ "k3-normal" ], "text": "In a forum thread asking whether things are back to normal, Cottaar said his team is “quite convinced” they are not. Every submission from his team, he reported, seems to lose about forty minutes: the model loads at normal speed once the notebook is running, but the notebook itself starts roughly forty minutes after the machine does.\n\nHow does he know? His team set a tripwire that stops a run if the machine has been up more than twenty minutes by the time the notebook begins. The tripwire kept firing, about forty minutes after each submission. And the lost time counts against the clock: the team’s successful runs last nine hours, not nine hours and forty minutes." }, { "heading": "The control group", "sourceIds": [ "k3-normal" ], "text": "A day later he ran the cleaner test. A completely empty notebook, nothing attached, shows the same delay. It shows up with Kaggle’s June software setup and with its latest, and whether he submits from the United States or from Europe.\n\nSubmit an empty notebook with only the contest data attached on an RTX 6000 graphics card, he wrote, and it used to come back with an error within minutes. Now it takes fifty, while real submissions still run nine hours. His reading: notebooks take about fifty minutes to kick off, and the time is charged to the nine-hour budget. He names the rival explanation himself: the error may simply be returned late while true scores are not." }, { "heading": "Enter CPMP", "sourceIds": [ "k3-normal" ], "text": "Into the thread walks the best-known name in the other camp. CPMP replied that a delay before a notebook runs “is not uncommon” and is not an issue, and asked whether Cottaar was discussing something else. Cottaar’s answer was the empty-notebook test.\n\nNo insults, no villains: two of the most decorated competitors in the field, politely at odds over a diagnosis, each with a stopwatch. Yi-Chia Chen, first on ARC-3, said the scores have been fluctuating and the cause could be infrastructure or plain variance; there is no telling which. The jury is the private board." }, { "heading": "Everybody’s workaround", "sourceIds": [ "k3-normal", "card-tufa" ], "text": "The field has not waited for a verdict. xz, whose team faster machine is all you need is third on ARC-3, starts the games at the ten-minute mark whether or not the model server is up and sends a reset every seven minutes. Van-Phuc Huynh trades solving time for longer waiting and more resets to avoid a zero. Grigoriy Zatravkin, ninth on ARC-3, wondered whether probe runs like Tufa’s could leak information about the hidden games; xz replied that probes cost real submissions." } ], "sourceId": "dispatch-2026-10-31-saturday-cottaar-forty-minutes", "sources": [ { "accessedAt": "2026-10-31T17:58:42Z", "id": "board", "title": "ARC-2 public board and roster", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" }, { "accessedAt": "2026-10-31T17:58:42Z", "id": "board3", "title": "ARC-3 public board and roster", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "k3-normal", "title": "ARC-3 forum: “Is everything back to normal” (Cottaar, CPMP, Chen, xz and others)", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/753843" }, { "accessedAt": "2026-10-30T12:00:00Z", "id": "person-jeroen-cottaar-fact-0", "title": "Jeroen Cottaar — Kaggle profile", "url": "https://www.kaggle.com/jeroencottaar" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "card-tufa", "title": "Tufa Labs — ARC Prize team card", "url": "https://arc.markbarney.net/news/cards/team-tufa-labs-2026" } ] }, { "commissionedBy": "mark-barney", "competition": "arc-2", "editorNote": "Written by Claude Sonnet 5.5 with the writers’ desk (GPT 6.1 Terra, Extra High, and GPT 6.1 Sol). Boards read Saturday at 1:58 pm Eastern; places are provisional until the private board closes.", "generatedBy": "claude-sonnet-5-5", "headline": "“A circus”: CPMP takes on Kaggle’s final weekend from third place on the ARC-2 board", "id": "2026-10-31-saturday-nvbanana-grandmasters", "image": { "alt": "CPMP and Darragh’s opaque blue-and-gold starry avatar stand in an NVIDIA-themed hall filled with medals.", "caption": "CPMP and Darragh Hanley in the NV Banana hall, with Darragh’s starry Kaggle avatar.", "src": "/news-images/2026-10-31-saturday-nvbanana-grandmasters.webp" }, "publishedAt": "2026-10-31T18:29:05Z", "sections": [ { "heading": "One word from the top: circus", "sourceIds": [ "board", "cpmp-x", "person-jean-francois-puget-identity-0", "cpmp-kaggle" ], "text": "Friday night we told the world there would be no extension: the ARC Prize deadline stands at 11:59 pm UTC on Monday, queues or no queues. Saturday morning Jean-François Puget, CPMP, quoted our bulletin and put his own headline over the weekend. The ARC competitions on Kaggle, he wrote, have “turned into a circus”: most teams can’t submit in ARC-3, scoring takes more than a day in ARC-2, and the teams that do get a run see big swings in running speed and score. His verdict: “I never saw Kaggle platform being so bad since I started kaggling.”\n\nWeigh the source. This is a man with a machine-learning PhD from, as he puts it, “a previous millennium,” who entered his first Kaggle contest in 2016, holds 29 competition golds and sits third on the ARC-2 board with Darragh Hanley. When he calls the building a circus, the building notices." }, { "heading": "The theory of the case", "sourceIds": [ "cpmp-x" ], "text": "CPMP does not just complain; he diagnoses. His case, from his own replies on Saturday: Kaggle launched its new Gemma competition on the same L4 graphics-card pool before ARC-AGI-2 had ended, and the trouble started at once. ARC-3’s crisis, he says, is storage, swamped by the very large number of Flash Next variants people are running. Replying to our own account, he called the Gemma contest on the same L4 pool a simpler explanation than agents: if agents were the problem, every competition would be hit.\n\nJack Cole of MindsAI guessed that Kaggle simply doesn’t have the GPUs. CPMP raised him: nor the storage, nor a uniform fleet of machines. And will the swings reorder the leaderboard? “We’ll know after deadline,” he wrote, once people report the gap between the public and private boards.\n\nThose are CPMP’s diagnoses. Kaggle has not signed any of them." }, { "heading": "Kaggle’s side of the ring", "sourceIds": [ "cpmp-x", "k3-mount", "k3-zero", "k2-selection" ], "text": "Kaggle’s people are not hiding; they are stretched. Walter Reade, whose X bio reads “AI at Google/Kaggle,” said in the same thread that resource use across Kaggle has jumped two to three times since the ARC competitions launched, with agents lowering the barrier to entry and contests growing more complicated.\n\nOn the forum, Kaggle staffer María Cruz told ARC-3 players the team is working on the broader platform issues but cannot look into individual submissions right now “due to capacity constraints.” On ARC-2 she said there will be no change to the deadline or the submission process in the final days. That reply sits at minus eighteen votes.\n\nWhen CPMP reported that his team’s model-mount errors were hitting about two saves in three, he saved the notebook six times, every failure a mount failure, and submitted anyway hoping for a one-in-three shot. “We can’t work that way,” he wrote, and asked for his submission back. The one-in-three shot did not come in. Kaggle staffer Dustin answered that leftover poisoned cache entries in one region had been cleared and that a job was defragmenting the cache." }, { "heading": "Who’s angry, and how", "sourceIds": [ "k3-zero", "k2-selection", "k3-normal" ], "text": "CPMP is far from alone, and the anger comes in flavors. His NVARC3 teammate Ivan Sorokin, posting as ivan, asked why Kaggle doesn’t just freeze the platform and disable submissions instead of fixing it quietly. Son Pham, whose Team Turducken is fourth on the ARC-3 board and is the head editor’s own entry, took a 0.00 with a gold medal in range and suggested reruns for the zeros or a freeze.\n\nOver in ARC-2, Chan Kha Vu of V | A | M, ninth on the board, pointed out that with queues past twelve hours and scoring past twenty-four, a submission on the last day cannot finish in time. Chan is asking not for more submissions but for more time to pick a final one, and CPMP backed a fixed selection window after the close.\n\nNot everyone is in the same corner. One competitor argued that rerunning only the zeros would be unfair, because every run lost time. And Yi-Chia Chen, first on ARC-3, says the scores have been swinging and the cause could be infrastructure or ordinary run-to-run variance; there is no telling which." }, { "heading": "The banana in the middle", "sourceIds": [ "board", "cpmp-interview", "arc2025", "darragh-results", "person-darragh-hanley-identity-0", "puget-card", "hanley-card" ], "text": "The loudest critic of the circus is also a contender in it. nvbanana, CPMP and Darragh Hanley, is third on the ARC-2 board at 83.89, behind Tufa Labs and Yi-Chia Chen. CPMP’s own advice to competitors is “evaluate your assumptions, evaluate your modifications,” and this weekend he has evaluated Kaggle’s. In 2025 he and Ivan Sorokin won ARC Prize as NVARC. Hanley, a Kaggle Grandmaster with 28 golds and a best-ever rank of fourth, is CPMP’s partner this year.\n\nThe private board decides on Monday night. Whatever it says, the banana had its say first." } ], "sourceId": "dispatch-2026-10-31-saturday-nvbanana-grandmasters", "sources": [ { "accessedAt": "2026-10-31T17:58:42Z", "id": "board", "title": "ARC-2 public board and roster", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "cpmp-x", "title": "CPMP (@JFPuget) on X, October 31: the circus post and replies", "url": "https://x.com/JFPuget/status/2116495385858277754" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "k3-mount", "title": "ARC-3 forum: “Model mount error.” (CPMP and Kaggle staff)", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/752147" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "k3-zero", "title": "ARC-3 forum: “Scoring 0 possibly due to dataset loading issues”", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/751598" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "k3-normal", "title": "ARC-3 forum: “Is everything back to normal”", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-3/discussion/753843" }, { "accessedAt": "2026-10-31T18:00:00Z", "id": "k2-selection", "title": "ARC-2 forum: “Scoring 24h+ — proposal if delays persist”", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/753723" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "cpmp-kaggle", "title": "CPMP — Kaggle profile", "url": "https://www.kaggle.com/cpmpml" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "cpmp-interview", "title": "Jean-François Puget — Becoming a Kaggle Grandmaster interview", "url": "https://www.datacamp.com/podcast/becoming-kaggle-grand-master" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "arc2025", "title": "ARC Prize — 2025 high score results", "url": "https://arcprize.org/competitions/2025" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "darragh-results", "title": "Darragh — Kaggle competition results", "url": "https://www.kaggle.com/darraghdog/competitions" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "puget-card", "title": "Jean-François Puget — ARC Prize card", "url": "https://arc.markbarney.net/news/cards/person-jean-francois-puget-2026" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "hanley-card", "title": "Darragh Hanley — ARC Prize card", "url": "https://arc.markbarney.net/news/cards/person-darragh-hanley-2026" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "person-jean-francois-puget-identity-0", "title": "Jean-François Puget — own GitHub identity and Kaggle link", "url": "https://github.com/jfpuget" }, { "accessedAt": "2026-10-31T17:18:58Z", "id": "person-darragh-hanley-identity-0", "title": "Darragh Hanley — NVIDIA author biography", "url": "https://developer.nvidia.com/blog/author/dhanley/" } ] }, { "competition": "arc-2", "editorNote": "Written by Claude Sonnet 5.5 with the writers’ desk (GPT 6.1 Terra, Extra High, and GPT 6.1 Sol). The magazine’s scoreboard re-reads the public boards as they move.", "generatedBy": "claude-sonnet-5-5", "headline": "The final bell: our Weekend Magazine is open for the last days of ARC Prize 2026", "id": "2026-10-31-saturday-weekend-magazine", "image": { "alt": "A giant clock near midnight and a barely moving progress bar above a long queue of competitors and their mechanical mascots.", "caption": "The final bell: the cover of the Weekend Magazine.", "src": "/news-images/2026-10-31-weekend-magazine-cover.webp" }, "publishedAt": "2026-10-31T20:05:03Z", "sections": [ { "heading": "Open through the bell", "sourceIds": [ "mag-cover" ], "text": "Two days from the deadline, the paper has a companion. The Weekend Magazine opens with a live countdown to Monday’s final bell (11:59 pm UTC, 6:59 pm Eastern), a breaking-news bar, a ticker of the latest from the arena, and both top tens with the time each score landed." }, { "heading": "Legends of the Kaggleverse", "sourceIds": [ "mag-legends" ], "text": "The cover story meets the legends still in the arena: NVIDIA’s Grandmasters, Tufa’s detective Jeroen Cottaar, a squad of Tokyo students and the rest of the top ten, with the by-day and on-Kaggle lives of the people behind the handles." }, { "heading": "What’s inside", "sourceIds": [ "mag-arena", "mag-field", "mag-who", "mag-hours" ], "text": "The Arena Report sorts out what is going wrong in both contests and who is saying what. The Field Guide profiles every team in both top tens. Who’s Who is the master list of Kaggle handles, X handles and teams, contest by contest. The Final Hours explains the bell, the final picks, the prizes and what to watch on Monday night." } ], "sourceId": "dispatch-2026-10-31-saturday-weekend-magazine", "sources": [ { "accessedAt": "2026-10-31T20:05:03Z", "id": "mag-cover", "title": "The Final Bell: Weekend Magazine cover", "url": "https://arc.markbarney.net/specials/weekend.html" }, { "accessedAt": "2026-10-31T20:05:03Z", "id": "mag-legends", "title": "Legends of the Kaggleverse", "url": "https://arc.markbarney.net/specials/2026-10-31-saturday-special.html" }, { "accessedAt": "2026-10-31T20:05:03Z", "id": "mag-arena", "title": "The Arena Report", "url": "https://arc.markbarney.net/specials/weekend/arena-report.html" }, { "accessedAt": "2026-10-31T20:05:03Z", "id": "mag-field", "title": "The Field Guide", "url": "https://arc.markbarney.net/specials/weekend/field-guide.html" }, { "accessedAt": "2026-10-31T20:05:03Z", "id": "mag-who", "title": "Who’s Who", "url": "https://arc.markbarney.net/specials/weekend/whos-who.html" }, { "accessedAt": "2026-10-31T20:05:03Z", "id": "mag-hours", "title": "The Final Hours", "url": "https://arc.markbarney.net/specials/weekend/final-hours.html" } ] }, { "competition": "arc-2", "editorNote": "Written by Claude Sonnet 5.5 with the writers’ desk (GPT 6.1 Terra, Extra High, and GPT 6.1 Sol). Scores are the public boards as of Saturday afternoon; Kaggle’s private leaderboard decides the final order.", "generatedBy": "claude-sonnet-5-5", "headline": "Two crowns, two contests: Tufa leads ARC-2 by less than a point, Chen leads ARC-3 by five", "id": "2026-10-31-saturday-two-crowns-tufa-chen", "image": { "alt": "Two giant rabbits stand beside a towering fan-and-pipe citadel flying spider flags in a packed Colosseum, with a turkey-shaped war wagon, a cat, two terriers and four small figures on the sand below.", "caption": "Tufa’s citadel and Chen’s two rabbits, with the rest of the field on the sand below.", "src": "/news-images/2026-10-31-two-giants-colosseum.webp" }, "publishedAt": "2026-10-31T20:29:36Z", "sections": [ { "heading": "The same two names at the top of both boards", "sourceIds": [ "board2", "board3" ], "text": "Two days from the bell, the public leaderboards for ARC-AGI-2 and ARC-AGI-3 have the same two teams in their top two places, in opposite order. In ARC-2, Tufa Labs leads at 88.06 and Yi-Chia Chen’s team, Fields Mode, is second at 87.22, less than a point behind. In ARC-3, Chen leads at 75.56 and Tufa is second at 70.02. ARC-2’s third place, nvbanana, is at 83.89, more than three points behind second. ARC-3’s third place, a team called faster machine is all you need, is at 58.59, more than eleven points behind Tufa." }, { "heading": "How each crown was won", "sourceIds": [ "board2", "board3" ], "text": "Tufa’s ARC-2 score of 88.06 landed on October 9 and has not moved since, by our tracker’s reading of the public board. Chen closed on it through October, and on October 29 at 2:52 pm Eastern climbed from 84.72 to 87.22. ARC-3 went the other way. Tufa took the lead on October 13 at 68.91, and Chen passed on October 25 at 71.48, then reached 75.56 on October 27 at 2:14 am Eastern. Tufa answered with 70.02 on October 29, but has not matched it. Chen’s climb on that board began from 67.49 on October 22." }, { "heading": "The 85 percent line", "sourceIds": [ "arcprize-post", "thread" ], "text": "On October 9, ARC Prize said a $150,000 bonus, on top of the guaranteed prizes, would be split among all teams scoring over 85 percent in ARC-2. Only two teams are above that line on the public board: Tufa and Chen. The next team, nvbanana at 83.89, is just over a point below it. Kaggle’s María Cruz said the 85 percent test is based on the private leaderboard, which becomes visible only after Kaggle finishes scoring the final submissions, so the public order is a guide, not a result." }, { "heading": "Who they are", "sourceIds": [ "card-tufa", "card-chen" ], "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. Tufa lists Dries Smit, Isaiah Pressman and Jeroen Cottaar among its AI researchers. Yi-Chia Chen is a Kaggle Competitions Master and a double-degree student at National Taiwan University and Waseda University. Chen’s public Kaggle account, threerabbits, shows an avatar of two rabbits. Chen also wrote a third-place solution write-up for Kaggle’s Eedi math-misconceptions contest." }, { "heading": "What to watch", "sourceIds": [ "board2", "board3" ], "text": "Both teams can still change their final picks until the bell at 11:59 pm UTC Monday, which is 6:59 pm Eastern. Kaggle lets each team choose up to two final submissions, and the private leaderboard decides. With ARC Prize telling competitors there will be no extension, the question is whether either team has a stronger run in the queue, in either contest, before Monday evening." } ], "sourceId": "dispatch-2026-10-31-saturday-two-crowns-tufa-chen", "sources": [ { "accessedAt": "2026-10-31T20:29:36Z", "id": "board2", "title": "ARC Prize 2026 ARC-AGI-2 public leaderboard, as tracked by the Digest", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" }, { "accessedAt": "2026-10-31T20:29:36Z", "id": "board3", "title": "ARC Prize 2026 ARC-AGI-3 public leaderboard, as tracked by the Digest", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board" }, { "accessedAt": "2026-10-31T20:29:36Z", "id": "arcprize-post", "title": "ARC Prize on X, October 9, 2026: the $150,000 bonus", "url": "https://x.com/arcprize" }, { "accessedAt": "2026-10-31T20:29:36Z", "id": "thread", "title": "Kaggle ARC-AGI-2 discussion thread on final submissions", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/751292" }, { "accessedAt": "2026-10-31T20:29:36Z", "id": "card-tufa", "title": "ARC Prize card T002: Tufa Labs", "url": "https://arc.markbarney.net/news/cards/team-tufa-labs-2026" }, { "accessedAt": "2026-10-31T20:29:36Z", "id": "card-chen", "title": "ARC Prize card T001: Yi-Chia Chen", "url": "https://arc.markbarney.net/news/cards/team-yi-chia-chen-2026" } ] }, { "commissionedBy": "mark-barney", "competition": "arc-2", "editorNote": "Overnight team update and picture commissioned by Mark Barney. Jack Cole’s historical record was checked against ARC Prize’s official results, newsletters and credited paper. Card images preserve their own printed dates.", "generatedBy": "gpt-6.1-sol", "headline": "The lab that wouldn’t sleep: ARC Mutants grind on, with an ARC legend in the chair", "id": "2026-11-01-arc-mutants-lab-that-wouldnt-sleep", "image": { "alt": "The four ARC Mutants work overnight in a vaulted academy laboratory: Mark repairs a GPU rack, Jack guides floating colored grids from his command chair, Son works the submission console and violet-helmeted Ronen contains a runaway grid experiment. Error icons and stalled submission queues fill the monitors.", "caption": "ARC Mutants, still at the bench: Jack Cole, Mark Barney, Son Pham and Ronen.", "src": "/news-images/2026-11-01-arc-mutants-lab-that-wouldnt-sleep-v1.png" }, "publishedAt": "2026-11-01T05:46:12.591795Z", "sections": [ { "heading": "One more experiment", "sourceIds": [ "arc-mutants-card", "arc-mutants-2026-roster" ], "text": "The ARC Mutants have not left the bench. Mark Barney, this paper’s editor and a member of the team, reports that the four are still grinding through grid experiments, last-minute submissions and Kaggle errors. This overnight mini-special comes from our own laboratory: Jack Cole, Mark, Son Pham and Ronen, still trying to make the next experiment count." }, { "heading": "The experiment keeps escaping", "sourceIds": [ "arc-mutants-card", "jack-card" ], "text": "Our new scene catches the academy in full midnight disorder. Mark is elbow-deep in the GPU rack; Jack directs the colored grids from his command chair; Son works the submission console; Ronen catches the runaway puzzle in a violet grid shield. The monitors have their own contribution: queued, error, retry. The professor at the center of that tableau has earned more than a costume." }, { "heading": "Jack Cole: the legend at the bench", "sourceIds": [ "jack-2024-forty-barrier", "jack-2024-record-streak", "jack-2024-final-results" ], "text": "Jack Cole is not a cameo in this laboratory. In July 2024, ARC Prize credited Cole, Michael Hodel and Mohamed Osman’s MindsAI with the first score above the forty-percent barrier. A month later the organizers were congratulating Cole and MindsAI on a third consecutive world record. MindsAI finished the 2024 competition with the highest private-evaluation score in the field. The distinction matters: it was the top-scoring entry, while the official high-score prize went to the ARChitects because MindsAI did not open-source its solution." }, { "heading": "The score and the paper", "sourceIds": [ "jack-2025-results", "jack-cole-osman-paper" ], "text": "The following year brought an official third-place finish for MindsAI and recognition on the paper track. ARC Prize awarded an honorable mention to Cole and Mohamed Osman’s “Don’t throw the baby out with the bathwater: How and why deep learning for ARC.” The paper makes their case for deep learning that keeps learning at test time. A podium, a published argument and a method to explain: that is a serious ARC back catalogue." }, { "heading": "Across the generations of ARC", "sourceIds": [ "jack-2025-preview", "arc-mutants-2026-roster" ], "text": "His record reaches into the interactive games, too. ARC Prize lists Cole as adviser and reviewer for StochasticGoose at Tufa Labs, winner of the 2025 ARC-AGI-3 Preview agent competition, with Dries Smit as lead developer. Now the archive’s circuit-board headset belongs beside Mark, Son and Ronen in the ARC Mutants laboratory. The Professor X character is an affectionate picture; the competitive history behind it is real." } ], "sourceId": "dispatch-2026-11-01-arc-mutants-lab-that-wouldnt-sleep", "sources": [ { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "jack-2024-forty-barrier", "title": "ARC Prize — July 19, 2024 newsletter names Cole, Hodel and Osman and the first 41% score", "url": "https://arcprize.org/blog/community-newsletter-3" }, { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "jack-2024-record-streak", "title": "ARC Prize — August 30, 2024 newsletter credits Cole and MindsAI with a third consecutive world record", "url": "https://arcprize.org/blog/community-newsletter-6" }, { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "jack-2024-final-results", "title": "ARC Prize — 2024 official winners and technical report; MindsAI 55.5%, highest but not prize-eligible", "url": "https://arcprize.org/blog/arc-prize-2024-winners-technical-report" }, { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "jack-2025-results", "title": "ARC Prize — 2025 results: MindsAI third place, Cole and Osman paper honorable mention", "url": "https://arcprize.org/competitions/2025" }, { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "jack-cole-osman-paper", "title": "Jack Cole and Mohamed Osman — Don't throw the baby out with the bathwater: How and why deep learning for ARC", "url": "https://arxiv.org/abs/2506.14276" }, { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "jack-2025-preview", "title": "ARC Prize — 2025 Preview winner StochasticGoose, lead developer Dries Smit, adviser/reviewer Jack Cole", "url": "https://arcprize.org/competitions/arc-agi-3-preview-agents" }, { "accessedAt": "2026-11-01T05:44:16.426859+00:00", "id": "arc-mutants-2026-roster", "title": "ARC Mutants and Team Turducken — separate dated public rosters, October 19, 2026", "url": "https://arc.markbarney.net/reports/arc-daily-gossip/2026-10-19-arc-mutants-public-rosters.json" }, { "accessedAt": "2026-11-01T05:46:12.591795Z", "id": "arc-mutants-card", "title": "ARC Prize cards — ARC Mutants, T016", "url": "https://arc.markbarney.net/news/cards/team-arc-mutants-2026" }, { "accessedAt": "2026-11-01T05:46:12.591795Z", "id": "jack-card", "title": "Jack Cole — ARC Prize card P004", "url": "https://arc.markbarney.net/news/cards/person-jack-cole-2026" } ] } ], "limitations": [], "previousEditionId": "2026-10-30-morning-arc-2", "since": "2026-10-30T10:00:00Z", "through": "2026-11-01T11:00:00Z", "wireStories": [ { "competition": "arc-2", "dataAsOf": "2026-10-30T13:24:19Z", "generatedBy": "claude-haiku-5-5", "headline": "azamat1ch vaults from 1,867th to 33rd on ARC-2", "id": "2026-10-30-0941-arc-2-azamat1ch-vaults-to-33rd", "personIds": [], "publishedAt": "2026-10-30T13:41:16Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "On the ARC-2 public board, the team azamat1ch gained 35.55 points in the past day, reaching 64.58 and moving from 1,867th to 33rd. It is the biggest single gain on the board today." }, { "sourceIds": [ "board-arc-2" ], "text": "The team is still outside the gold places, so this is a move in the medal chase rather than a medal. Public standings stay provisional until the private board decides." } ], "since": "2026-10-29T13:21:15Z", "sourceId": "wire-2026-10-30-0941-arc-2-azamat1ch-vaults-to-33rd", "sources": [ { "accessedAt": "2026-10-30T13:40:37Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" } ], "teamIds": [ "17189240" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-30T16:24:40Z", "generatedBy": "gpt-6-luna", "headline": "Yi-Chia Chen's Fields Model closes to 0.84 behind Tufa Labs at the top of ARC-2", "id": "2026-10-30-1241-arc-2-yi-chia-chen-fields-model-closes-gap", "personIds": [ "yi-chia-chen" ], "publishedAt": "2026-10-30T16:41:26Z", "sections": [ { "sourceIds": [ "board-arc-2", "person-yi-chia-chen-roster-0" ], "text": "Fields Model, Yi-Chia Chen's team, gained 2.50 in the past day to reach 87.22 and sits second on the ARC-2 board. Tufa Labs still leads at 88.06, unchanged, so the gap at the top is 0.84." }, { "sourceIds": [ "person-yi-chia-chen-fact-5" ], "text": "Yi-Chia Chen's public Kaggle profile also lists a write-up of a third-place solution in the Eedi mathematics competition. Public standings are provisional, and medals are decided on the private board." } ], "since": "2026-10-29T16:21:35Z", "sourceId": "wire-2026-10-30-1241-arc-2-yi-chia-chen-fields-model-closes-gap", "sources": [ { "accessedAt": "2026-10-30T16:40:42Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" }, { "accessedAt": "2026-10-08T13:46:44Z", "id": "person-yi-chia-chen-fact-5", "title": "Yi-Chia Chen — Eedi third-place solution write-up", "url": "https://www.kaggle.com/competitions/eedi-mining-misconceptions-in-mathematics/writeups/waseda-pochi-3rd-place-solution-with-magic-boost" }, { "accessedAt": "2026-10-30T09:53:55Z", "id": "person-yi-chia-chen-roster-0", "title": "ARC-2 public roster observation", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" } ], "teamIds": [ "16756524", "15501171" ], "visual": { "alt": "Yi-Chia Chen’s Kaggle profile picture", "href": "/news/people/yi-chia-chen", "src": "/news-images/people/yi-chia-chen.webp" } }, { "competition": "arc-2", "dataAsOf": "2026-10-30T19:25:08Z", "generatedBy": "gpt-6-luna", "headline": "Nischay Dhankhar and Ichnia climb toward ARC-2 gold", "id": "2026-10-30-1541-arc-2-nischay-and-ichnia-climb-toward-gold", "personIds": [], "publishedAt": "2026-10-30T19:41:41Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "On the ARC-2 public board, Nischay Dhankhar gained 13.33 to reach 67.22, moving from 50th to 28th in the past day. Ichnia gained 10.70 to 67.78, moving from 43rd to 26th." }, { "sourceIds": [ "board-arc-2" ], "text": "The gold line, the score at 17th, rose 0.42 in the past day to 70.14, and both teams still sit below it. Public standings are provisional, and medals are decided on the private board." } ], "since": "2026-10-29T19:22:13Z", "sourceId": "wire-2026-10-30-1541-arc-2-nischay-and-ichnia-climb-toward-gold", "sources": [ { "accessedAt": "2026-10-30T19:40:38Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" } ], "teamIds": [ "15903566", "16091670" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-30T19:55:12Z", "generatedBy": "gpt-6-luna", "headline": "Noah's ARC surges into gold at 12th", "id": "2026-10-30-1557-arc-2-noahs-arc-enters-gold", "personIds": [], "publishedAt": "2026-10-30T19:57:00Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Noah's ARC gained 21.39 points to reach 73.89, rising from 54th to 12th in the past day." }, { "sourceIds": [ "board-arc-2" ], "text": "The move carries the team into the 17 gold places, making it one of the day's strongest advances near the top of the ARC-2 board." } ], "since": "2026-10-29T19:52:16Z", "sourceId": "wire-2026-10-30-1557-arc-2-noahs-arc-enters-gold", "sources": [ { "accessedAt": "2026-10-30T19:56:49Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" } ], "teamIds": [ "16987610" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-31T05:57:14Z", "generatedBy": "gpt-6-luna", "headline": "Sakayori Lab surges to fifth and enters ARC-2 gold", "id": "2026-10-31-0201-arc-2-sakayori-lab-enters-gold", "personIds": [], "publishedAt": "2026-10-31T06:01:37Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Sakayori Lab gained 12.23 points to reach 81.81, rising from 20th to fifth in the past day and moving into the 17 gold places." }, { "sourceIds": [ "board-arc-2" ], "text": "The gold line rose 2.78 to 72.92. Medals remain for the private standings to decide." } ], "since": "2026-10-30T05:53:28Z", "sourceId": "wire-2026-10-31-0201-arc-2-sakayori-lab-enters-gold", "sources": [ { "accessedAt": "2026-10-31T06:01:24Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" } ], "teamIds": [ "16442485" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-31T19:58:56Z", "generatedBy": "gpt-6-luna", "headline": "V | A | M and Lashen Learning move into ARC-2 gold", "id": "2026-10-31-1600-arc-2-vam-returns-to-gold", "personIds": [], "publishedAt": "2026-10-31T20:00:20Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "V | A | M rose from 25th to 9th at 76.25 (+7.36), crossing into the gold places. Lashen Learning also moved into gold, climbing from 21st to 17th at 72.92 (+3.48)." }, { "sourceIds": [ "board-arc-2" ], "text": "The two moves lift the cutoff for the 17 public gold places to 72.92. Public standings remain provisional." } ], "since": "2026-10-30T19:55:12Z", "sourceId": "wire-2026-10-31-1600-arc-2-vam-returns-to-gold", "sources": [ { "accessedAt": "2026-10-31T20:00:00Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" } ], "teamIds": [ "16600664", "17054447" ] }, { "competition": "arc-2", "dataAsOf": "2026-11-01T01:29:37Z", "generatedBy": "gpt-6-luna", "headline": "Lashen Learning climbs to 10th on ARC-2", "id": "2026-10-31-2159-arc-2-lashen-learning-climbs-to-tenth", "personIds": [], "publishedAt": "2026-11-01T01:59:55Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Lashen Learning climbed 7 places, from 17th to 10th, at 76.11 (+3.19)." } ], "since": "2026-10-31T01:25:54Z", "sourceId": "wire-2026-10-31-2159-arc-2-lashen-learning-climbs-to-tenth", "sources": [ { "accessedAt": "2026-11-01T01:59:34Z", "id": "board-arc-2", "title": "ARC-AGI-2 public leaderboard: saved board and the past day's changes", "url": "https://arc.markbarney.net/kaggle-leaderboard/arc-2" } ], "teamIds": [ "17054447" ] } ] } }