Core Automation × Tilde Research present
Make one layer
think deeper.
One file. One H100. One fixed model-state ceiling. Use the training-time budget however you want, then get one final score.
Leaderboard
135 rankedHigher is better. Each score cell shows the next T to certify and its accuracy, rounded to four decimal places. Once every example at that T is correct, the target advances from T=1 to 2, 4, 8, 16, 32, then 64. Max T uses in-distribution number sizes; OOD N Max T uses out-of-distribution number sizes. Ranking uses the unrounded accuracies.
| # | Participant | In Distribution N progress | Out of Distribution N progress |
|---|---|---|---|
| 1 | CodeReclaimers | T=64 Certified | T=64 Certified |
| 2 | Yash Kant | T=64 Certified | T=64 Certified |
| 3 | Sahil Verma | T=64 Certified | T=64 Certified |
| 4 | Maxwells_Ayakashi | T=1 Acc 1.6927% | T=1 Acc 0.9115% |
| 5 | Daniël Heres | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 6 | Frosty40 | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 7 | priormancer | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 8 | sharpchoc | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 9 | Jez Ng | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 10 | Doug Doan | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 11 | Gusanidas | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 12 | ipsa-loquitur | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 13 | Kiarash Jamali | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 14 | Zeyu Qin | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 15 | Nikhil Kumar | T=1 Acc 0.7813% | T=1 Acc 0.3906% |
| 16 | renoormalize | T=1 Acc 0.6510% | T=1 Acc 0.3906% |
| 17 | alirezashirvani-jr | T=1 Acc 0.6510% | T=1 Acc 0.0000% |
| 18 | sourabh2k15 | T=1 Acc 0.2604% | T=1 Acc 0.0000% |
| 19 | Ryan Epstein | T=1 Acc 0.2604% | T=1 Acc 0.0000% |
| 20 | Kaushik Patnaik | T=1 Acc 0.2604% | T=1 Acc 0.0000% |
| 21 | Abhishek Shinde | T=1 Acc 0.2604% | T=1 Acc 0.0000% |
| 22 | dlyr3 | T=1 Acc 0.2604% | T=1 Acc 0.0000% |
| 23 | AHappyCPU | T=1 Acc 0.1302% | T=1 Acc 0.1302% |
| 24 | khushidahi | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 25 | Nikhil Barhate | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 26 | Abhi Upadhyay | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 27 | Shan Chen | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 28 | Chuk Uzowihe | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 29 | Yumq123 | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 30 | Sirish Gambhira | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 31 | Ziyang Cai | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 32 | im-a-king-but-im-far-from-a-saint | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 33 | Jonathan Whitaker | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 34 | mof | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 35 | Edward Ngo | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 36 | chad-atexpedient | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 37 | Rudy Alvarez | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 38 | msnow0 | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 39 | Ertondy | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 40 | AFeinfield | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 41 | Ali | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 42 | Jasper | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 43 | Betancourt | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 44 | Simon Zhang | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 45 | pepinu | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 46 | Ethan | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 47 | koz | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 48 | Deepak Vijaykeerthy | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 49 | DDanlov | T=1 Acc 0.1302% | T=1 Acc 0.0000% |
| 50 | Liang He | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 51 | Aakanksh Zarapkar | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 52 | Blake Camp | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 53 | Aman Priyanshu | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 54 | Yusuf Mohammad | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 55 | Sudarshan Nambiar | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 56 | Chris | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 57 | Yunjiang Jiang | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 58 | Ali Abdul Rahim | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 59 | Shinichiro Saito | T=1 Acc 0.0000% | T=1 Acc 0.1302% |
| 60 | speedofsound5 | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 61 | John Lussier | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 62 | Colin Gordon | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 63 | Jordan Rubin | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 64 | PragsPud | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 65 | Insop | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 66 | Amr Hegazy | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 67 | Ajinkya K Mulay | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 68 | Akshay Kolli | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 69 | Karthik Sethuraman | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 70 | Karan Ganesan | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 71 | Kaan Karakaya | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 72 | Isaac Yong | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 73 | paulv | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 74 | Nathan Ordonez | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 75 | Ayush Nangia | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 76 | Evan Walters | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 77 | Haoyu Tang | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 78 | Chris Wood | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 79 | Andrea Miele | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 80 | Mert Unsal | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 81 | Arthur | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 82 | TZZheng | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 83 | Satyaki | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 84 | Harmya Bhatt | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 85 | SunstarK | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 86 | Aizenn | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 87 | Mingqian Yu | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 88 | congxie1108 | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 89 | Rohan Sehgal | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 90 | Laz4rz | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 91 | Nirmal Patel | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 92 | Subhrajit Makur | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 93 | Rishi Gottumukkala | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 94 | Pritesh raj | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 95 | Gaurav Mishra | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 96 | sbstndb/sbstndbs | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 97 | Doğaç Eldenk | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 98 | Andre Kreidemann | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 99 | Anirudh S Chakravarthy | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 100 | Anish Lakkapragada | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 101 | yfff | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 102 | Ojasw Upadhyay | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 103 | Stanley Wei | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 104 | Marco Fleming | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 105 | Ashwin Kumar | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 106 | adwhit | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 107 | Bennett | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 108 | Richard Cepka | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 109 | Aqua | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 110 | Edouardo Honig | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 111 | Arpit Bansal | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 112 | lucasian | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 113 | Syed Rayyan Ali | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 114 | digplan | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 115 | Heath Sanchez | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 116 | vatsalnar123 | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 117 | Pradheep P | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 118 | Ryan Teehan | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 119 | Dhruv Rawat | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 120 | Gabriel | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 121 | Vaishnav Varma | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 122 | Kaloyan Penchev | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 123 | liam-gb | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 124 | Rougee | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 125 | Alex Kreimer | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 126 | Michael | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 127 | Matt | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 128 | Collin | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 129 | dastangosu | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 130 | freegemini123 | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 131 | Kusha Sareen | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 132 | Divij | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 133 | aditya test | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 134 | Andrei Racila | T=1 Acc 0.0000% | T=1 Acc 0.0000% |
| 135 | reinhack | T=1 Acc 0.0000% | T=1 Acc 0.0000% |