{ "accessedAt": "2026-10-18T10:03:04Z", "articleId": "2026-10-18-morning-arc-2", "baselineSnapshot": { "bronze": 31.81, "gold": 57.08, "silver": 32.64, "t": "2026-10-17T23:53:40Z", "teams": 3003, "top": 88.06 }, "baselineTargetAt": "2026-10-18T00:00:00Z", "briefSha256": "33c12be37096b27a3add8f7ef5b0d113d119755c38d74bed9057a49ed821ba50", "closingSnapshot": { "bronze": 31.81, "gold": 61.81, "silver": 32.64, "t": "2026-10-18T09:54:37Z", "teams": 3018, "top": 88.06 }, "comparisons": { "15486728": { "end": [ "2026-10-18T09:54:37Z", 33.89, 85 ], "start": [ "2026-10-17T22:53:34Z", 33.89, 82 ] }, "15486939": { "end": [ "2026-10-18T09:54:37Z", 79.17, 4 ], "start": [ "2026-10-17T00:21:15Z", 79.17, 4 ] }, "15487968": { "end": [ "2026-10-18T09:54:37Z", 39.31, 53 ], "start": [ "2026-10-17T20:53:21Z", 39.31, 51 ] }, "15501171": { "end": [ "2026-10-18T09:54:37Z", 83.89, 2 ], "start": [ "2026-10-14T16:14:47Z", 83.89, 2 ] }, "15507730": { "end": [ "2026-10-18T09:54:37Z", 21.67, 1924 ], "start": null }, "15526034": { "end": [ "2026-10-18T09:54:37Z", 68.33, 8 ], "start": [ "2026-10-17T09:52:13Z", 68.33, 7 ] }, "15601881": { "end": [ "2026-10-18T09:54:37Z", 41.67, 42 ], "start": [ "2026-10-17T22:53:34Z", 33.33, 92 ] }, "15789060": { "end": [ "2026-10-18T09:54:37Z", 80.56, 3 ], "start": [ "2026-10-13T17:42:26Z", 80.56, 3 ] }, "15938245": { "end": [ "2026-10-18T09:54:37Z", 41.25, 45 ], "start": [ "2026-10-17T22:53:34Z", 32.78, 113 ] }, "16297545": { "end": [ "2026-10-18T09:54:37Z", 70.28, 7 ], "start": [ "2026-10-16T09:49:46Z", 59.17, 14 ] }, "16373916": { "end": [ "2026-10-18T09:54:37Z", 68.19, 9 ], "start": [ "2026-10-17T09:52:13Z", 68.19, 8 ] }, "16410256": { "end": [ "2026-10-18T09:54:37Z", 34.31, 80 ], "start": [ "2026-10-17T20:53:21Z", 32.36, 171 ] }, "16442485": { "end": [ "2026-10-18T09:54:37Z", 68.06, 10 ], "start": [ "2026-10-17T11:22:22Z", 68.06, 9 ] }, "16671221": { "end": [ "2026-10-18T09:54:37Z", 70.56, 6 ], "start": [ "2026-10-15T03:46:00Z", 69.31, 6 ] }, "16756524": { "end": [ "2026-10-18T09:54:37Z", 88.06, 1 ], "start": [ "2026-10-09T05:21:54Z", 88.06, 1 ] }, "16767874": { "end": [ "2026-10-18T09:54:37Z", 33.47, 95 ], "start": [ "2026-10-17T20:53:21Z", 32.22, 235 ] }, "16768245": { "end": [ "2026-10-18T09:54:37Z", 71.81, 5 ], "start": [ "2026-10-15T14:47:49Z", 71.81, 5 ] }, "17023174": { "end": [ "2026-10-18T09:54:37Z", 30.97, 718 ], "start": null } }, "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." } ], "cutoffAt": "2026-10-18T10:00:00Z", "discussionThreads": [ { "author": "herbison", "authorName": "Dustin", "bodyRead": true, "checkedAt": "2026-10-17T09:06:00.169Z", "commentCount": 27, "competition": "arc-2", "decision": "paper-lead", "id": "747515", "latestActivityAt": "2026-10-16T20:12:30Z", "personIds": [], "postedAt": "2026-10-08T22:04:06Z", "reason": "New Kaggle staff queue estimate verified in signed-in Chrome and logged-out public view.", "sourceId": "discussion-arc-2-747515", "summary": "In an October 16 reply, Kaggle staff member Dustin says ARC-2 queue delay has fallen to about three to five hours and most waiting is now actual submission runtime. He estimates turnaround below a day. Later participants still ask about long saves and runs; the staff estimate is dated, not a live service guarantee.", "title": "Update on \"Kaggle Error\" Submissions & Queue Delays", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/747515", "visibility": "public" }, { "author": "anlthms", "authorName": "Anil Thomas", "bodyRead": true, "checkedAt": "2026-10-16T09:11:37.623Z", "commentCount": 1, "competition": "arc-2", "decision": "paper-lead", "id": "749035", "latestActivityAt": "2026-10-13T22:35:48Z", "personIds": [ "jean-francois-puget" ], "postedAt": "2026-10-13T21:11:22Z", "reason": "Earlier lead re-read without login; body and visible replies publicly accessible. Preserve attribution and distinguish participant results from predictions.", "sourceId": "discussion-arc-2-749035", "summary": "Anil Thomas posts a prediction that nvbanana is likely to win and attributes his underlying data to huikang’s historical ARC-2 leaderboard page. CPMP replies that he does not know whether they will win, but their submissions have run fast so far. The prediction and response are contestant statements, not an organizer decision, verified winning forecast or disclosed current recipe. Exact root and reply times come from source tooltips.", "title": "Pareto front says nvbanana is likely to win", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/749035", "visibility": "public" }, { "author": "dmitriigluzdov", "authorName": "Dmitrii Gluzdov", "bodyRead": true, "checkedAt": "2026-10-16T09:11:44.154Z", "commentCount": 0, "competition": "arc-2", "decision": "paper-lead", "id": "748895", "latestActivityAt": "2026-10-13T14:05:34Z", "personIds": [], "postedAt": "2026-10-13T14:05:34Z", "reason": "Earlier lead re-read without login; body and visible replies publicly accessible. Preserve attribution and distinguish participant results from predictions.", "sourceId": "discussion-arc-2-748895", "summary": "Dmitrii Gluzdov reports synthetic ARC-rule fine-tuning improves performance on unseen generated rules but has not shown a leaderboard gain. The current post describes 1,369 executable rules and 41,070 generated puzzles, two training approaches, and reported public scores of 30.83 for base NVARC, 29.03 for early LoRA, 27.92 for full LoRA and 29.17 for added blocks. He reports rerun variation of roughly two to four points. Training only on the hard-example file remains untried. These are the author’s experiments and noise estimate; augmented examples are not independent puzzles.", "title": "Tried fine-tuning NVARC on new synthetic ARC tasks", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/748895", "visibility": "public" }, { "author": "darrenamadeusmartin", "authorName": "Darren Amadeus Martin", "bodyRead": true, "checkedAt": "2026-10-13T01:10:03.788Z", "commentCount": 6, "competition": "arc-2", "decision": "paper-lead", "id": "748419", "latestActivityAt": "2026-10-12T23:42:52+00:00", "personIds": [ "jean-francois-puget" ], "postedAt": "2026-10-11T23:44:45+00:00", "reason": "Substantive source read and original replies checked; distinguish participant claims from organizer decisions. Logged-out access confirmed.", "sourceId": "discussion-arc-2-748419", "summary": "Darren Amadeus Martin proposes a deadline extension or GPU change because of grading delays. CPMP argues that a late GPU change would be unfair to teams that spent months tuning for 4xL4. The author replies that fixing the queue is preferable if possible and describes the hardware change as a contingent proposal. No organizer approval was seen.", "title": "Petition to delay the end of competition and compute change", "url": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2/discussion/748419", "visibility": "public" } ], "editorialIntake": [], "events": [ { "from": 29.72, "id": "16890607", "name": "Bin.Han", "rankFrom": 1338, "rankTo": 161, "t": "2026-10-18T01:23:49Z", "to": 32.64 }, { "from": 32.36, "id": "16410256", "name": "griddy for grids", "rankFrom": 172, "rankTo": 78, "t": "2026-10-18T02:23:54Z", "to": 34.31 }, { "from": 57.08, "id": "16797706", "name": "ARCward Intelligence", "rankFrom": 16, "rankTo": 15, "t": "2026-10-18T03:54:03Z", "to": 58.33 }, { "from": 33.33, "id": "15601881", "name": "Harp404", "rankFrom": 93, "rankTo": 42, "t": "2026-10-18T04:54:09Z", "to": 41.67 }, { "from": 46.39, "id": "16505371", "name": "guoqin gu", "rankFrom": 29, "rankTo": 14, "t": "2026-10-18T06:54:20Z", "to": 61.81 }, { "from": 32.78, "id": "15938245", "name": "NguyenThanhNhan", "rankFrom": 114, "rankTo": 45, "t": "2026-10-18T06:54:20Z", "to": 41.25 }, { "from": 32.22, "id": "16767874", "name": "T0m0t0m0 W", "rankFrom": 236, "rankTo": 95, "t": "2026-10-18T06:54:20Z", "to": 33.47 }, { "from": 45.14, "id": "16513754", "name": "mikelou1", "rankFrom": 33, "rankTo": 12, "t": "2026-10-18T07:24:23Z", "to": 66.39 }, { "from": 31.39, "id": "16471527", "name": "Yam", "rankFrom": 544, "rankTo": 164, "t": "2026-10-18T07:24:23Z", "to": 32.64 }, { "from": 29.86, "id": "17042409", "name": "SiYi04_HaiNNU", "rankFrom": 1207, "rankTo": 379, "t": "2026-10-18T07:24:23Z", "to": 31.81 }, { "from": 59.17, "id": "16297545", "name": "Muggle", "rankFrom": 16, "rankTo": 6, "t": "2026-10-18T07:54:26Z", "to": 70.28 }, { "from": 42.36, "id": "17021430", "name": "Ravi Teja Chilakala", "rankFrom": 39, "rankTo": 36, "t": "2026-10-18T08:24:29Z", "to": 43.47 }, { "from": 69.31, "id": "16671221", "name": "ALbert RUehlman", "rankFrom": 7, "rankTo": 6, "t": "2026-10-18T08:54:32Z", "to": 70.56 }, { "from": 31.39, "id": "16586006", "name": "Something AI Related", "rankFrom": 502, "rankTo": 96, "t": "2026-10-18T09:54:37Z", "to": 33.47 } ], "intakeReview": [ { "disposition": "covered", "id": "wire-2026-10-17-1957-arc-2-arcnights-enters-top-ten", "reason": "Explains that the earlier arrival was already covered and distinguishes the new closing rank drift." }, { "disposition": "not-selected", "id": "wire-2026-10-17-2155-arc-2-lashen-learning-debuts-in-top-twenty-five", "reason": "Earlier rolling-window move or smaller advance; the edition prioritizes fresh medal and top-ten consequences." }, { "disposition": "not-selected", "id": "wire-2026-10-18-0003-arc-2-gurume-climbs-into-top-hundred", "reason": "Earlier rolling-window move or smaller advance; the edition prioritizes fresh medal and top-ten consequences." }, { "disposition": "not-selected", "id": "wire-2026-10-18-0202-arc-2-codjjj-climbs-into-top-hundred", "reason": "Earlier rolling-window move or smaller advance; the edition prioritizes fresh medal and top-ten consequences." }, { "disposition": "covered", "id": "wire-2026-10-18-0202-arc-2-harp404-advances-to-forty-second", "reason": "Reconciles the current Flying Pandas name by stable team ID and gives the edition’s own net gain." }, { "disposition": "covered", "id": "wire-2026-10-18-0359-arc-2-itsu-muggle-rises-to-sixth", "reason": "Updates the sixth-place wire observation to seventh after RUehlman’s later gain." }, { "disposition": "covered", "id": "wire-2026-10-18-0359-arc-2-two-teams-enter-gold-places", "reason": "Explains the two score advances and their closing gold positions." }, { "disposition": "covered", "id": "wire-2026-10-18-0558-arc-2-gold-cutoff-rises-again", "reason": "Uses the edition’s midnight baseline and explains who finishes outside gold." } ], "latestAt": "2026-10-18T09:54:37Z", "observations": { "15486728": { "members": [ "mithilavakde" ], "name": "Mithil A Vakde", "observedAt": "2026-10-18T09:54:37Z" }, "15486939": { "members": [ "cpmpml", "darraghdog" ], "name": "nvbanana", "observedAt": "2026-10-18T09:54:37Z" }, "15487968": { "members": [ "jcole75" ], "name": "Jack Cole", "observedAt": "2026-10-18T09:54:37Z" }, "15501171": { "members": [ "threerabbits" ], "name": "Yi-Chia Chen", "observedAt": "2026-10-18T09:54:37Z" }, "15507730": { "members": [ "insanitycheck" ], "name": "Jan Disselhoff", "observedAt": "2026-10-18T09:54:37Z" }, "15526034": { "members": [ "dzjiann", "keithtyser", "mitubant", "ngyzly" ], "name": "ARC Raiders", "observedAt": "2026-10-18T09:54:37Z" }, "15601881": { "members": [ "amiteshhhhhhhhh", "gghhjjkk" ], "name": "Flying Pandas", "observedAt": "2026-10-18T09:54:37Z" }, "15789060": { "members": [ "cookizesong", "xiezejian", "yuhuake240506" ], "name": "rabbithole", "observedAt": "2026-10-18T09:54:37Z" }, "15938245": { "members": [ "andy2709" ], "name": "NguyenThanhNhan", "observedAt": "2026-10-18T09:54:37Z" }, "16297545": { "members": [ "nisshokuitsuki" ], "name": "ｶﾎｳｼｭｳｾｲ", "observedAt": "2026-10-18T09:54:37Z" }, "16373916": { "members": [ "majkel1337" ], "name": "Majkel1337", "observedAt": "2026-10-18T09:54:37Z" }, "16410256": { "members": [ "badboiriri", "cody11null", "mahdiseddigh", "ruichardliu", "russcore" ], "name": "griddy for grids", "observedAt": "2026-10-18T09:54:37Z" }, "16442485": { "members": [ "hongori", "quarkliu" ], "name": "Arcnights", "observedAt": "2026-10-18T09:54:37Z" }, "16671221": { "members": [ "albertruehlman" ], "name": "ALbert RUehlman", "observedAt": "2026-10-18T09:54:37Z" }, "16756524": { "members": [ "driessmit1", "jeroencottaar", "pressman1", "stefano1283" ], "name": "Tufa Labs", "observedAt": "2026-10-18T09:54:37Z" }, "16767874": { "members": [ "t0m0t0m0w" ], "name": "T0m0t0m0 W", "observedAt": "2026-10-18T09:54:37Z" }, "16768245": { "members": [ "deepdreamer" ], "name": "_hans", "observedAt": "2026-10-18T09:54:37Z" }, "17023174": { "members": [ "markbarney", "scizical", "sonphamorg" ], "name": "Mark Barney", "observedAt": "2026-10-18T09:54:37Z" } }, "people": [ { "id": "yi-chia-chen", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "memberHandle": "threerabbits", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15501171", "teamName": "Yi-Chia Chen" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T18:53:27Z", "lastObservedAt": "2026-10-17T21:53:27Z", "memberHandle": "threerabbits", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15499660", "teamName": "Yi-Chia Chen" } ], "name": "Yi-Chia Chen", "sources": [ { "sourceId": "person-yi-chia-chen-identity-0", "text": "Verified kaggle account: threerabbits" }, { "sourceId": "person-yi-chia-chen-fact-0", "text": "Yi-Chia Chen’s Kaggle profile lists her as a Competitions Master and a double-degree student at National Taiwan University and Waseda University." }, { "sourceId": "person-yi-chia-chen-fact-1", "text": "Yi-Chia Chen authored a Kaggle write-up for a third-place solution in Eedi — Mining Misconceptions in Mathematics." }, { "sourceId": "person-yi-chia-chen-fact-2", "text": "Yi-Chia Chen’s public Kaggle account is threerabbits. The profile lists she/her pronouns and displays an avatar of two rabbits." }, { "sourceId": "person-yi-chia-chen-roster-0", "text": "threerabbits observed in Yi-Chia Chen (arc-prize-2026-arc-agi-2, team 15501171) between 2026-10-09T18:53:30Z and 2026-10-17T21:53:28Z." }, { "sourceId": "person-yi-chia-chen-roster-1", "text": "threerabbits observed in Yi-Chia Chen (arc-prize-2026-arc-agi-3, team 15499660) between 2026-10-09T18:53:27Z and 2026-10-17T21:53:27Z." } ], "teamIds": [ "15501171" ] }, { "id": "jean-francois-puget", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "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": "2026-10-17T21:53:27Z", "memberHandle": "cpmpml", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15770880", "teamName": "NVARC3" } ], "name": "Jean-François Puget (CPMP)", "sources": [ { "sourceId": "person-jean-francois-puget-identity-0", "text": "Verified kaggle account: cpmpml" }, { "sourceId": "person-jean-francois-puget-identity-1", "text": "Verified x account: JFPuget" }, { "sourceId": "person-jean-francois-puget-fact-0", "text": "Jean-François Puget’s public GitHub profile identifies him as CPMP and links directly to the Kaggle account cpmpml." }, { "sourceId": "person-jean-francois-puget-fact-1", "text": "NVIDIA’s author biography describes Jean-Francois Puget as a director and individual contributor whose team advances agentic AI and showcases NVIDIA tools and expertise in Kaggle competitions." }, { "sourceId": "person-jean-francois-puget-archive-0", "text": "ARC Prize 2025 champion · NVARC" }, { "sourceId": "person-jean-francois-puget-archive-1", "text": "ARC Prize 2024 paper award runner-up · A 2D nGPT Model for ARC Prize" }, { "sourceId": "person-jean-francois-puget-roster-0", "text": "cpmpml observed in nvbanana (arc-prize-2026-arc-agi-2, team 15486939) between 2026-10-09T18:53:30Z and 2026-10-17T21:53:28Z." }, { "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 2026-10-17T21:53:27Z." } ], "teamIds": [ "15486939" ] }, { "id": "jack-cole", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "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": "2026-10-13T17:12:19Z", "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" } ], "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-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 2026-10-17T21:53:28Z." }, { "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 2026-10-13T17:12:19Z." } ], "teamIds": [ "15487968" ] }, { "id": "mithil-a-vakde", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "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": "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 2026-10-17T21:53:28Z." } ], "teamIds": [ "15486728" ] }, { "id": "keith-tyser", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15526034", "teamName": "ARC Raiders" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T18:53:27Z", "lastObservedAt": "2026-10-12T10:04:19Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15508513", "teamName": "keithtyser" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-12T15:34:52Z", "lastObservedAt": "2026-10-16T21:50:59Z", "memberHandle": "keithtyser", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "16447222", "teamName": "ARC Slayers" } ], "name": "Keith Tyser", "sources": [ { "sourceId": "person-keith-tyser-identity-0", "text": "Verified kaggle account: keithtyser" }, { "sourceId": "person-keith-tyser-identity-1", "text": "Verified x account: keithtyser" }, { "sourceId": "person-keith-tyser-fact-0", "text": "Keith Tyser describes his work as AI/ML engineering and data science on his professional website." }, { "sourceId": "person-keith-tyser-roster-0", "text": "keithtyser observed in ARC Raiders (arc-prize-2026-arc-agi-2, team 15526034) between 2026-10-09T18:53:30Z and 2026-10-17T21:53:28Z." }, { "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." } ], "teamIds": [ "15526034" ] }, { "id": "dries-smit", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "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": "2026-10-17T21:53:27Z", "memberHandle": "driessmit1", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15486995", "teamName": "Tufa Labs" } ], "name": "Dries Smit", "sources": [ { "sourceId": "person-dries-smit-identity-0", "text": "Verified kaggle account: driessmit1" }, { "sourceId": "person-dries-smit-fact-0", "text": "Tufa Labs lists Dries Smit as an AI researcher working on reinforcement learning, multi-agent systems and large language models." }, { "sourceId": "person-dries-smit-fact-1", "text": "ARC Prize lists Dries Smit as lead developer of StochasticGoose @ Tufa Labs, which won the 2025 ARC-AGI-3 Preview competition." }, { "sourceId": "person-dries-smit-archive-0", "text": "ARC-AGI-3 Preview 2025 winner · StochasticGoose @ Tufa Labs" }, { "sourceId": "person-dries-smit-archive-1", "text": "ARC Prize 2025 third place · MindsAI & Tufa Labs" }, { "sourceId": "person-dries-smit-roster-0", "text": "driessmit1 observed in Tufa Labs (arc-prize-2026-arc-agi-2, team 16756524) between 2026-10-09T18:53:30Z and 2026-10-17T21:53:28Z." }, { "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 2026-10-17T21:53:27Z." } ], "teamIds": [ "16756524" ] }, { "id": "jeroen-cottaar", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "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": "2026-10-17T21:53:27Z", "memberHandle": "jeroencottaar", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15486995", "teamName": "Tufa Labs" } ], "name": "Jeroen Cottaar", "sources": [ { "sourceId": "person-jeroen-cottaar-identity-0", "text": "Verified kaggle account: jeroencottaar" }, { "sourceId": "person-jeroen-cottaar-fact-0", "text": "Tufa Labs lists Jeroen Cottaar as an AI researcher, with research interests including Bayesian inference and program synthesis." }, { "sourceId": "person-jeroen-cottaar-roster-0", "text": "jeroencottaar observed in Tufa Labs (arc-prize-2026-arc-agi-2, team 16756524) between 2026-10-09T18:53:30Z and 2026-10-17T21:53:28Z." }, { "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 2026-10-17T21:53:27Z." } ], "teamIds": [ "16756524" ] }, { "id": "jan-disselhoff", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-09T18:53:30Z", "lastObservedAt": "2026-10-17T21:53:28Z", "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": "2026-10-17T21:53:27Z", "memberHandle": "insanitycheck", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15501006", "teamName": "Jan Disselhoff" } ], "name": "Jan Disselhoff", "sources": [ { "sourceId": "person-jan-disselhoff-identity-0", "text": "Verified kaggle account: insanitycheck" }, { "sourceId": "person-jan-disselhoff-fact-0", "text": "The ARChitects’ own 2025 solution write-up credits Jan Disselhoff under the Kaggle handle insanitycheck, alongside David Hartmann (dvhrtm) and Daniel Franzen (dfranzen)." }, { "sourceId": "person-jan-disselhoff-fact-1", "text": "The team’s 2025 technical report lists Jan Disselhoff at Johannes Gutenberg University Mainz." }, { "sourceId": "person-jan-disselhoff-archive-0", "text": "ARC Prize 2025 runner-up · the ARChitects" }, { "sourceId": "person-jan-disselhoff-archive-1", "text": "ARC Prize 2024 champion · the ARChitects" }, { "sourceId": "person-jan-disselhoff-roster-0", "text": "insanitycheck observed in Jan Disselhoff (arc-prize-2026-arc-agi-2, team 15507730) between 2026-10-09T18:53:30Z and 2026-10-17T21:53:28Z." }, { "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 2026-10-17T21:53:27Z." } ], "teamIds": [ "15507730" ] }, { "id": "isaiahp", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-09T22:23:52Z", "lastObservedAt": "2026-10-17T21:53:27Z", "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": "2026-10-17T21:53:28Z", "memberHandle": "pressman1", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16756524", "teamName": "Tufa Labs" } ], "name": "Isaiah Pressman", "sources": [ { "sourceId": "person-isaiahp-identity-0", "text": "Verified kaggle account: pressman1" }, { "sourceId": "person-isaiahp-fact-0", "text": "ARC Prize’s 2025 results list MindsAI third; the final Kaggle leaderboard lists pressman1 (displayed as IsaiahP) on that MindsAI & Tufa Labs team with jcole75, driessmit1, moeosman and michaelhodel." }, { "sourceId": "person-isaiahp-fact-1", "text": "IsaiahP’s pressman1 Kaggle profile links directly to GitHub IsaiahPressman and LinkedIn isaiah-pressman-b4b431221, confirming the full name Isaiah Pressman." }, { "sourceId": "person-isaiahp-fact-2", "text": "Tufa describes Isaiah Pressman as a research engineer focused on self-play reinforcement learning and large-scale deep learning training." }, { "sourceId": "person-isaiahp-fact-3", "text": "In his July 18, 2026 Tufa write-up, Isaiah Pressman reports first place in Kaggle’s Orbit Wars competition using self-play reinforcement learning." }, { "sourceId": "person-isaiahp-archive-0", "text": "ARC Prize 2025 third place · MindsAI & Tufa Labs" }, { "sourceId": "person-isaiahp-roster-0", "text": "pressman1 observed in Tufa Labs (arc-prize-2026-arc-agi-3, team 15486995) between 2026-10-09T22:23:52Z and 2026-10-17T21:53:27Z." }, { "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 2026-10-17T21:53:28Z." } ], "teamIds": [ "16756524" ] }, { "id": "mark-barney", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-11T20:02:55Z", "lastObservedAt": "2026-10-17T21:53:28Z", "memberHandle": "markbarney", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "17023174", "teamName": "Mark Barney" }, { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-11T20:02:53Z", "lastObservedAt": "2026-10-17T21:53:27Z", "memberHandle": "markbarney", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15605182", "teamName": "Son & Mark & Ronen" } ], "name": "Mark Barney", "sources": [ { "sourceId": "person-mark-barney-identity-0", "text": "Verified kaggle account: markbarney" }, { "sourceId": "person-mark-barney-roster-0", "text": "markbarney observed in Mark Barney (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-11T20:02:55Z and 2026-10-17T21:53:28Z." }, { "sourceId": "person-mark-barney-roster-1", "text": "markbarney observed in Son & Mark & Ronen (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-17T21:53:27Z." } ], "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": "2026-10-17T21:53:27Z", "memberHandle": "sonphamorg", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15605182", "teamName": "Son & Mark & Ronen" }, { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-12T21:36:52Z", "lastObservedAt": "2026-10-17T21:53:28Z", "memberHandle": "sonphamorg", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "17023174", "teamName": "Mark Barney" } ], "name": "Son Pham", "sources": [ { "sourceId": "person-son-pham-identity-0", "text": "Verified kaggle account: sonphamorg" }, { "sourceId": "person-son-pham-roster-0", "text": "sonphamorg observed in Son Pham (arc-prize-2026-arc-agi-2, team 15605185) between 2026-10-11T20:02:55Z and 2026-10-12T15:34:53Z." }, { "sourceId": "person-son-pham-roster-1", "text": "sonphamorg observed in Son & Mark & Ronen (arc-prize-2026-arc-agi-3, team 15605182) between 2026-10-11T20:02:53Z and 2026-10-17T21:53:27Z." }, { "sourceId": "person-son-pham-roster-2", "text": "sonphamorg observed in Mark Barney (arc-prize-2026-arc-agi-2, team 17023174) between 2026-10-12T21:36:52Z and 2026-10-17T21:53:28Z." } ], "teamIds": [ "17023174" ] }, { "id": "darragh-hanley", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-13T17:12:19Z", "lastObservedAt": "2026-10-17T21:53:27Z", "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": "2026-10-17T21:53:28Z", "memberHandle": "darraghdog", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "15486939", "teamName": "nvbanana" } ], "name": "Darragh Hanley", "sources": [ { "sourceId": "person-darragh-hanley-identity-0", "text": "Verified kaggle account: darraghdog" }, { "sourceId": "person-darragh-hanley-identity-1", "text": "Verified x account: gonedarragh" }, { "sourceId": "person-darragh-hanley-fact-0", "text": "Darragh’s Kaggle profile links to his GitHub profile, which displays the full name Darragh Hanley." }, { "sourceId": "person-darragh-hanley-fact-1", "text": "NVIDIA describes Darragh Hanley as a senior LLM technologist working on autonomous reasoning and multi-agent collaboration, and a Kaggle Grandmaster with a peak worldwide rank of fourth." }, { "sourceId": "person-darragh-hanley-roster-0", "text": "darraghdog observed in NVARC3 (arc-prize-2026-arc-agi-3, team 15770880) between 2026-10-13T17:12:19Z and 2026-10-17T21:53:27Z." }, { "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 2026-10-17T21:53:28Z." } ], "teamIds": [ "15486939" ] }, { "id": "stefano-viel", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-13T17:12:19Z", "lastObservedAt": "2026-10-17T21:53:27Z", "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": "2026-10-17T21:53:28Z", "memberHandle": "stefano1283", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16756524", "teamName": "Tufa Labs" } ], "name": "Stefano Viel", "sources": [ { "sourceId": "person-stefano-viel-identity-0", "text": "Verified kaggle account: stefano1283" }, { "sourceId": "person-stefano-viel-identity-1", "text": "Verified x account: Stefan0Vl" }, { "sourceId": "person-stefano-viel-fact-0", "text": "Stefano Viel’s Kaggle profile lists him as a research scientist at Tufa Labs and links to his GitHub, LinkedIn and X accounts." }, { "sourceId": "person-stefano-viel-fact-1", "text": "Tufa’s biography says Stefano Viel earned a master’s in data science at EPFL; his stated research interests include reinforcement learning, environment design and synthetic data." }, { "sourceId": "person-stefano-viel-roster-0", "text": "stefano1283 observed in Tufa Labs (arc-prize-2026-arc-agi-3, team 15486995) between 2026-10-13T17:12:19Z and 2026-10-17T21:53:27Z." }, { "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 2026-10-17T21:53:28Z." } ], "teamIds": [ "16756524" ] }, { "id": "reki", "memberships": [ { "competition": "arc-3", "competitionId": "arc-prize-2026-arc-agi-3", "firstObservedAt": "2026-10-13T17:12:19Z", "lastObservedAt": "2026-10-13T17:12:19Z", "memberHandle": "ruichardliu", "season": "2026", "sourceTitle": "ARC-3 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-3/board", "teamId": "15607034", "teamName": "i want to go lab😭" }, { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-13T17:12:23Z", "lastObservedAt": "2026-10-13T17:12:23Z", "memberHandle": "ruichardliu", "season": "2026", "sourceTitle": "ARC-2 public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16410256", "teamName": "griddy for grids" } ], "name": "Reki", "sources": [ { "sourceId": "person-reki-identity-0", "text": "Verified kaggle account: ruichardliu" }, { "sourceId": "person-reki-fact-0", "text": "The ruichardliu Kaggle profile displays the name Reki. ARC Prize links this account’s notebook as its second-place ARC-AGI-3 Milestone 1 entry in July 2026." }, { "sourceId": "person-reki-fact-1", "text": "Reki won the July 2026 ARC-AGI-3 Milestone 1 second prize of $7,500 at a recorded score of 0.867%; the milestone deadline was June 30." }, { "sourceId": "person-reki-roster-0", "text": "ruichardliu observed in i want to go lab😭 (arc-prize-2026-arc-agi-3, team 15607034) between 2026-10-13T17:12:19Z and 2026-10-13T17:12:19Z." }, { "sourceId": "person-reki-roster-1", "text": "ruichardliu observed in griddy for grids (arc-prize-2026-arc-agi-2, team 16410256) between 2026-10-13T17:12:23Z and 2026-10-13T17:12:23Z." } ], "teamIds": [ "16410256" ] }, { "id": "itsu", "memberships": [ { "competition": "arc-2", "competitionId": "arc-prize-2026-arc-agi-2", "firstObservedAt": "2026-10-14T09:44:10Z", "lastObservedAt": "2026-10-16T21:51:01Z", "memberHandle": "nisshokuitsuki", "season": "2026", "sourceTitle": "Public roster observation", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "teamId": "16297545", "teamName": "Muggle" } ], "name": "イツ (Itsu)", "sources": [ { "sourceId": "person-itsu-identity-0", "text": "Verified kaggle account: nisshokuitsuki" }, { "sourceId": "person-itsu-identity-1", "text": "Verified x account: iiiiitsu_ne" }, { "sourceId": "person-itsu-roster-0", "text": "nisshokuitsuki observed in Muggle (arc-prize-2026-arc-agi-2, team 16297545) between 2026-10-14T09:44:10Z and 2026-10-16T21:51:01Z." } ], "teamIds": [ "16297545" ] }, { "id": "matt-mazur", "memberships": [], "name": "Matt Mazur", "sources": [ { "sourceId": "person-matt-mazur-identity-0", "text": "Verified x account: mhmazur" } ], "teamIds": [] }, { "id": "geremie-yeo", "memberships": [], "name": "Geremie Yeo", "sources": [ { "sourceId": "person-geremie-yeo-identity-0", "text": "Verified kaggle account: yeoyunsianggeremie" }, { "sourceId": "person-geremie-yeo-identity-1", "text": "Verified x account: bogoconic1" } ], "teamIds": [] } ], "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 ], [ "2026-10-12T20:06:43Z", 33.89, 49 ], [ 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It reports 62% fewer actions than the human baseline on the 25 public games, matching or beating three speedrun records and coming within 10% on six others.", "threadId": "2110768288523251762", "url": "https://x.com/arcprize/status/2110768289861317026", "visibility": "public", "whyItMatters": "Keep the public-demo action comparison separate from the semi-private Verified score." }, { "author": "arcprize", "authorName": "ARC Prize", "category": "research", "checkedAt": "2026-10-16T18:22:03.965499Z", "competitions": [ "arc-2", "arc-3" ], "id": "2110768292101042240", "identitySourceUrl": "https://arcprize.org", "importance": 3, "personIds": [], "postedAt": "2026-10-15T16:22:31Z", "sourceId": "social-2110768292101042240", "storyUrl": "https://arcprize.org/results/google-gemini-4-argon", "summary": "ARC Prize says API issues prevented complete standard-harness testing: low reasoning completed 42/55 games for 49.8%; medium completed 46/55 for 46.3%; high completed 19/55 and no score was published. Reported scores retain partial credit across all 55 games. Provider adapter preserves opaque reasoning and permits automatic compaction; standard harness carries notes between turns. Costs use introductory $2 input/$10 output per million tokens.", "threadId": "2110768288523251762", "url": "https://x.com/arcprize/status/2110768292101042240", "visibility": "public", "whyItMatters": "Material limit on harness comparisons. Do not present incomplete standard-harness runs as a clean capability ceiling." }, { "author": "arcprize", "authorName": "ARC Prize", "category": "research", "checkedAt": "2026-10-16T18:22:03.965499Z", "competitions": [ "arc-2", "arc-3" ], "id": "2110768288523251762", "identitySourceUrl": "https://arcprize.org", "importance": 3, "personIds": [], "postedAt": "2026-10-15T16:22:30Z", "sourceId": "social-2110768288523251762", "storyUrl": "https://arcprize.org/results/google-gemini-4-argon", "summary": "ARC Prize announces Gemini 4 Argon Verified results: ARC-AGI-3 97.5% at $4.8K with the provider adapter and 49.8% at $5.8K with the standard harness; ARC-AGI-2 91.3% at $0.32/task and ARC-AGI-1 98.5% at $0.16/task. It calls Google DeepMind the second frontier lab above 95% on ARC-AGI-3.", "threadId": "2110768288523251762", "url": "https://x.com/arcprize/status/2110768288523251762", "visibility": "public", "whyItMatters": "Consequential organizer result. Separate from Kaggle standings. Standard-harness API incompletion is essential context; primary results introduction says 91.2% on v2 while its table and announcement say 91.3%." }, { "author": "mhmazur", "authorName": "Matt Mazur", "category": "research", "checkedAt": "2026-10-18T01:03:07.079Z", "competitions": [ "arc-2", "arc-3" ], "id": "2111622650799767667", "identitySourceUrl": "https://mattmazur.com/contact/", "importance": 2, "personIds": [ "matt-mazur" ], "postedAt": "2026-10-18T00:57:26Z", "sourceId": "social-2111622650799767667", "storyUrl": null, "summary": "Mazur says that, based on conversations with some lab staff and to the best of his knowledge, none have built synthetic RL environments specifically to raise ARC scores. He explains that ARC calls datasets semi-private because evaluation data leaves the organization through third-party model APIs, despite zero data retention.", "threadId": "2111589586111783403", "url": "https://x.com/mhmazur/status/2111622650799767667", "visibility": "public", "whyItMatters": "Follow-up to the evaluation-integrity exchange. Attribute to Mazur; this is not an independent audit of lab training data. The critic acknowledges having no evidence of that practice." }, { "author": "mhmazur", "authorName": "Matt Mazur", "category": "research", "checkedAt": "2026-10-17T23:57:58.938Z", "competitions": [ "arc-2", "arc-3" ], "id": "2111602330349064617", "identitySourceUrl": "https://mattmazur.com/contact/", "importance": 2, "personIds": [ "matt-mazur" ], "postedAt": "2026-10-17T23:36:41Z", "sourceId": "social-2111602330349064617", "storyUrl": null, "summary": "Responding to an allegation that benchmarks test on training data, Mazur says ARC is not compromised, its semi-private evaluation sets have not leaked and cannot be trained on, and provider API testing requires zero data retention.", "threadId": "2111589586111783403", "url": "https://x.com/mhmazur/status/2111602330349064617", "visibility": "public", "whyItMatters": "Useful organizer statement on evaluation integrity; attribute to Mazur rather than presenting it as an independent audit." }, { "author": "bogoconic1", "authorName": "Geremie Yeo", "category": "community", "checkedAt": "2026-10-17T22:06:11.938664+00:00", "competitions": [ "arc-2", "arc-3" ], "id": "2111352743181136264", "identitySourceUrl": "https://www.kaggle.com/yeoyunsianggeremie", "importance": 2, "personIds": [ "geremie-yeo" ], "postedAt": "2026-10-17T07:04:55Z", "sourceId": "social-2111352743181136264", "storyUrl": null, "summary": "Geremie Yeo complains about Kaggle inference queues and competition demand for four L4 GPUs. His post mentions both ARC contests and Gemma 4 Developer Agent.", "threadId": null, "url": "https://x.com/bogoconic1/status/2111352743181136264", "visibility": "public", "whyItMatters": "A dated participant reaction to compute contention; his explanation and cloud-price claim are not independently established capacity measurements." }, { "author": "iiiiitsu_ne", "authorName": "イツ", "category": "standings", "checkedAt": "2026-10-16T18:22:03.965499Z", "competitions": [ "arc-2" ], "id": "2111030664149807327", "identitySourceUrl": "https://www.kaggle.com/nisshokuitsuki", "importance": 2, "personIds": [ "itsu" ], "postedAt": "2026-10-16T09:45:06Z", "sourceId": "social-2111030664149807327", "storyUrl": "https://www.kaggle.com/competitions/arc-prize-2026-arc-agi-2", "summary": "Itsu announces a move to rank 14 in ARC-AGI-2, with a joke comparing the climb to the electricity bill. The original post links the ARC-AGI-2 competition. Chrome subsequently showed Muggle at rank 14 with nisshokuitsuki as its listed account; the collector snapshot at 09:49:46 UTC maps that account to team 16297545.", "threadId": null, "url": "https://x.com/iiiiitsu_ne/status/2111030664149807327", "visibility": "public", "whyItMatters": "Fresh contender statement for the Early edition: rank 14 is within the observed provisional public gold band. Do not imply the score was achieved at the post time or a final medal has been won." } ], "sourceSha256": "6a18367f1061827e08f8d86c364263a16443cdc3855cffe68ccc773bf237ed99", "sourceUrl": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board", "wireIntake": { "dispatches": [], "limitations": [], "previousEditionId": "2026-10-17-evening-arc-2", "since": "2026-10-17T22:00:00Z", "through": "2026-10-18T10:00:00Z", "wireStories": [ { "competition": "arc-2", "dataAsOf": "2026-10-17T23:53:40Z", "generatedBy": "gpt-6-luna", "headline": "Arcnights enters ARC-2 top 10 with 3.89-point gain", "id": "2026-10-17-1957-arc-2-arcnights-enters-top-ten", "personIds": [], "publishedAt": "2026-10-17T23:57:43Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Arcnights added 3.89 points to reach 68.06, climbing from 12th to ninth on the ARC-AGI-2 public board." } ], "since": "2026-10-16T23:51:13Z", "sourceId": "wire-2026-10-17-1957-arc-2-arcnights-enters-top-ten", "sources": [ { "accessedAt": "2026-10-17T23:57:13Z", "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": "2026-10-18T01:53:52Z", "generatedBy": "gpt-6-luna", "headline": "Lashen Learning debuts 23rd on ARC-2", "id": "2026-10-17-2155-arc-2-lashen-learning-debuts-in-top-twenty-five", "personIds": [], "publishedAt": "2026-10-18T01:55:55Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Newcomer Lashen Learning entered the ARC-AGI-2 public board in 23rd place with 52.78." }, { "sourceIds": [ "board-arc-2" ], "text": "The debut puts the team near the top of the field, though the 16-place gold line stands at 57.08." } ], "since": "2026-10-17T01:51:27Z", "sourceId": "wire-2026-10-17-2155-arc-2-lashen-learning-debuts-in-top-twenty-five", "sources": [ { "accessedAt": "2026-10-18T01:55:44Z", "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" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-18T03:54:03Z", "generatedBy": "gpt-6-luna", "headline": "gurume climbs 842 places into ARC-2 top 100", "id": "2026-10-18-0003-arc-2-gurume-climbs-into-top-hundred", "personIds": [], "publishedAt": "2026-10-18T04:03:03Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "gurume climbed from 926th to 84th, reaching 33.61 after a 3.05-point gain on the ARC-AGI-2 public board." }, { "sourceIds": [ "board-arc-2" ], "text": "The move puts gurume inside the top 100 among 3,010 teams. The gold line is 58.06 at 16th." } ], "since": "2026-10-17T03:51:39Z", "sourceId": "wire-2026-10-18-0003-arc-2-gurume-climbs-into-top-hundred", "sources": [ { "accessedAt": "2026-10-18T04:02:44Z", "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": [ "17019651" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-18T05:54:14Z", "generatedBy": "gpt-6-luna", "headline": "codjjj climbs to 67th on ARC-AGI-2", "id": "2026-10-18-0202-arc-2-codjjj-climbs-into-top-hundred", "personIds": [], "publishedAt": "2026-10-18T06:02:06Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "codjjj gained 3.75 points to reach 36.53, rising from 111th to 67th in the past day." }, { "sourceIds": [ "board-arc-2" ], "text": "The move takes codjjj from outside the top 100 into the upper tier of the standings." } ], "since": "2026-10-17T05:51:50Z", "sourceId": "wire-2026-10-18-0202-arc-2-codjjj-climbs-into-top-hundred", "sources": [ { "accessedAt": "2026-10-18T06:01:44Z", "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": [ "17101761" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-18T05:54:14Z", "generatedBy": "gpt-6-luna", "headline": "Harp404 advances to 42nd on ARC-AGI-2", "id": "2026-10-18-0202-arc-2-harp404-advances-to-forty-second", "personIds": [], "publishedAt": "2026-10-18T06:02:06Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Harp404 added 8.34 points to reach 41.67, moving from 87th to 42nd in the past day." }, { "sourceIds": [ "board-arc-2" ], "text": "The new gain follows the team's earlier climb into the top 100 and carries it further up the standings." } ], "since": "2026-10-17T05:51:50Z", "sourceId": "wire-2026-10-18-0202-arc-2-harp404-advances-to-forty-second", "sources": [ { "accessedAt": "2026-10-18T06:01:44Z", "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": [ "15601881" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-18T07:54:26Z", "generatedBy": "gpt-6-luna", "headline": "Itsu’s Muggle rises to sixth on ARC-2", "id": "2026-10-18-0359-arc-2-itsu-muggle-rises-to-sixth", "personIds": [ "itsu" ], "publishedAt": "2026-10-18T07:59:10Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "Muggle added 11.11 points to reach 70.28, moving from 14th to sixth on the ARC-AGI-2 public board." }, { "sourceIds": [ "board-arc-2", "person-itsu-identity-0", "person-itsu-roster-0" ], "text": "Itsu is listed on Muggle’s roster. The team was 14th in its previous wire report; this new climb carries it into the top six." } ], "since": "2026-10-17T07:52:02Z", "sourceId": "wire-2026-10-18-0359-arc-2-itsu-muggle-rises-to-sixth", "sources": [ { "accessedAt": "2026-10-18T07:58:44Z", "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": "2026-10-14T10:07:47.955742+00:00", "id": "person-itsu-identity-0", "title": "Own profile and direct account links", "url": "https://www.kaggle.com/nisshokuitsuki" }, { "accessedAt": "2026-10-16T21:51:01Z", "id": "person-itsu-roster-0", "title": "Public roster observation", "url": "https://arc.markbarney.net/api/kaggle/arc-prize-2026-arc-agi-2/board" } ], "teamIds": [ "16297545" ], "visual": { "alt": "イツ (Itsu)’s Kaggle profile picture", "href": "/news/people/itsu", "src": "/news-images/people/itsu.webp" } }, { "competition": "arc-2", "dataAsOf": "2026-10-18T07:54:26Z", "generatedBy": "gpt-6-luna", "headline": "Two teams move into ARC-2 gold places", "id": "2026-10-18-0359-arc-2-two-teams-enter-gold-places", "personIds": [], "publishedAt": "2026-10-18T07:59:10Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "mikelou1 rose from 33rd to 13th at 66.39, while guoqin gu moved from 29th to 16th at 61.81. Both entered the gold places." }, { "sourceIds": [ "board-arc-2" ], "text": "The cutoff now stands at 16th with 61.81 points. ARCward Intelligence is 17th at 58.33, just outside the medal places." } ], "since": "2026-10-17T07:52:02Z", "sourceId": "wire-2026-10-18-0359-arc-2-two-teams-enter-gold-places", "sources": [ { "accessedAt": "2026-10-18T07:58:44Z", "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": [ "16513754", "16505371", "16797706" ] }, { "competition": "arc-2", "dataAsOf": "2026-10-18T09:54:37Z", "generatedBy": "gpt-6-luna", "headline": "ARC-2 gold cutoff rises as two teams fall out", "id": "2026-10-18-0558-arc-2-gold-cutoff-rises-again", "personIds": [], "publishedAt": "2026-10-18T09:58:32Z", "sections": [ { "sourceIds": [ "board-arc-2" ], "text": "The ARC-2 gold line rose 3.75 points in the past day to 61.81 at 16th. ARCward Intelligence slipped from 16th to 17th at 58.33, while Kajetan Schweighofer fell from 15th to 18th at 58.06." }, { "sourceIds": [ "board-arc-2" ], "text": "The new cutoff leaves ARCward Intelligence 3.48 points short of the last gold place; Schweighofer's score was unchanged as the boundary moved past him." } ], "since": "2026-10-17T09:52:13Z", "sourceId": "wire-2026-10-18-0558-arc-2-gold-cutoff-rises-again", "sources": [ { "accessedAt": "2026-10-18T09:58:14Z", "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": [ "16797706", "16761662" ] } ] } }