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Share of the human record gap closedhuman record 100%0%20%40%60%80%100%0d1d2d4d7d9dFable 5Opus 5Kimi K3 · prime-agentKimi K3Opus 4.8GPT-5.6 SolGPT-5.6 Sol ProSonnet 5GPT-5.6 LunaGrok 4.5Qwen3.8 MaxGLM 5.2DeepSeek V4 ProGPT-5.6 TerraGrok 4.6Muse Spark 1.2Muse Spark 1.1GPT-5.5Kimi K2.7Agent time (days)
Share of the human record gap closed0%20%40%60%80%100%0d1d2d4d7d9dFable 5Opus 5Kimi K3 · prime-agentKimi K3Opus 4.8GPT-5.6 SolGPT-5.6 Sol ProSonnet 5GPT-5.6 LunaGrok 4.5Qwen3.8 MaxGLM 5.2DeepSeek V4 ProGPT-5.6 TerraGrok 4.6Muse Spark 1.2Muse Spark 1.1GPT-5.5Kimi K2.7Agent time (days)
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1Fable 5note2,72681.7% closed
claude-code · high@24H 3,0108.7dOpen
2Opus 5serial era2,92053.6% closed
claude-code · max@24H 3,0452.9dOpen
3Kimi K3serial era2,93052.2% closed
prime-agent · max@24H 3,1253.6dOpen
4Kimi K3note2,97445.8% closed
kimi-code · max@24H 3,1355.1dOpen
5Opus 4.83,01839.4% closed
claude-code · max@24H 3,1803.0dOpen
6GPT-5.6 Solnote3,04235.9% closed
codex · xhigh@24H 3,1606.1dOpen
7GPT-5.6 Sol Proserial era3,05833.6% closed
codex · xhigh@24H 3,1003.4dOpen
8Sonnet 5note3,10526.8% closed
claude-code · max@24H 3,1202.0dOpen
9GPT-5.6 Lunanote3,11026.1% closed
codex · xhigh@24H 3,1701.9dOpen
10Grok 4.5note3,12024.6% closed
grok-cli · xhigh@24H 3,1602.7dOpen
11Qwen3.8 Maxrunning3,12024.6% closed
qwen-code · max@24H 3,2251.9dOpen
12GLM 5.23,15020.3% closed
pi · high@24H 3,2001.8dOpen
13DeepSeek V4 Prorunning3,20512.3% closed
claude-code · max@24H 3,2051.1dOpen
14GPT-5.6 Terraserial era3,21411.0% closed
codex · xhigh@24H 3,2141.1dOpen
15Grok 4.6running3,22010.1% closed
grok-cli · xhigh0.6dOpen
16Muse Spark 1.2running3,2308.7% closed
muse-code · xhigh0.6d
17Muse Spark 1.13,2328.4% closed
pi · max@24H 3,2403.7dOpen
18GPT-5.5serial era3,2348.1% closed
codex · xhigh@24H 3,2341.1dOpen
19Kimi K2.7note3,2407.2% closed
kimi-code · max@24H 3,2401.6dOpen
20GLM 5.3running—no record
claude-code · xhigh
| Model | Harness | ↑Record | Gap Closed | @24H | Total Tok | Output Tok | Exps | Calls | Days | Traces |
|---|---|---|---|---|---|---|---|---|---|---|
| Fable 5 | claude-code · highnote | 2,726 | 81.7% | 3,010 | 800M | 1.1M | 811 | 3k | 8.7 | Open |
| Opus 5 | claude-code · maxserial era | 2,920 | 53.6% | 3,045 | 183M | 690k | 292 | 401 | 2.9 | Open |
| Kimi K3 | prime-agent · maxserial era | 2,930 | 52.2% | 3,125 | 112M | 2.2M | — | 488 | 3.6 | Open |
| Kimi K3 | kimi-code · maxnote | 2,974 | 45.8% | 3,135 | 682M | 1.4M | 713 | 4k | 5.1 | Open |
| Opus 4.8 | claude-code · max | 3,018 | 39.4% | 3,180 | 318M | 2.3M | 427 | 2k | 3.0 | Open |
| GPT-5.6 Sol | codex · xhighnote | 3,042 | 35.9% | 3,160 | 2.9B | 2.2M | 963 | 28k | 6.1 | Open |
| GPT-5.6 Sol Pro | codex · xhighserial era | 3,058 | 33.6% | 3,100 | 1.2B | 4.6M | 509 | 7k | 3.4 | Open |
| Sonnet 5 | claude-code · maxnote | 3,105 | 26.8% | 3,120 | 998M | 2.1M | 213 | 2k | 2.0 | Open |
| GPT-5.6 Luna | codex · xhighnote | 3,110 | 26.1% | 3,170 | 894M | 888k | 362 | 12k | 1.9 | Open |
| Grok 4.5 | grok-cli · xhighnote | 3,120 | 24.6% | 3,160 | 46M | 385k | 399 | 4k | 2.7 | Open |
| Qwen3.8 Max | qwen-code · maxrunning | 3,120 | 24.6% | 3,225 | 216M | 629k | 312 | 866 | 1.9 | Open |
| GLM 5.2 | pi · high | 3,150 | 20.3% | 3,200 | 57M | 1.7M | 194 | 1k | 1.8 | Open |
| DeepSeek V4 Pro | claude-code · maxrunning | 3,205 | 12.3% | 3,205 | 26M | 319k | 189 | 309 | 1.1 | Open |
| GPT-5.6 Terra | codex · xhighserial era | 3,214 | 11.0% | 3,214 | 417M | 298k | 154 | 3k | 1.1 | Open |
| Grok 4.6 | grok-cli · xhighrunning | 3,220 | 10.1% | — | 27M | 346k | 97 | 691 | 0.6 | Open |
| Muse Spark 1.2 | muse-code · xhighrunning | 3,230 | 8.7% | — | 41M | 910k | 56 | 724 | 0.6 | — |
| Muse Spark 1.1 | pi · max | 3,232 | 8.4% | 3,240 | 122M | 1.6M | 489 | 2k | 3.7 | Open |
| GPT-5.5 | codex · xhighserial era | 3,234 | 8.1% | 3,234 | 70M | 77k | 185 | 614 | 1.1 | Open |
| Kimi K2.7 | kimi-code · maxnote | 3,240 | 7.2% | 3,240 | 160M | 763k | 187 | 3k | 1.6 | Open |
| GLM 5.3 | claude-code · xhighrunning | — | — | — | — | — | — | — | — | — |
Compare ResultsTraces
ModelRecordHuman 2,600Baseline 3,290
Fable 53,010
Opus 53,045
GPT-5.6 Sol Pro3,100
Sonnet 53,120
Kimi K3 · prime-agent3,125
Kimi K33,135
GPT-5.6 Sol3,160
Grok 4.53,160
GPT-5.6 Luna3,170
Opus 4.83,180
GLM 5.23,200
DeepSeek V4 Pro3,205
GPT-5.6 Terra3,214
Grok 4.63,220
Qwen3.8 Max3,225
Muse Spark 1.23,230
GPT-5.53,234
Muse Spark 1.13,240
Kimi K2.73,240
GLM 5.3—
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