Models

How each model and reasoning effort fared at Ascension 20. Campaigns differ in size and setup, so this is an observational record rather than a controlled benchmark.

Standings

Ranked by Heart kills, then wins, then average floor. Select a column to sort; select a model to see its runs.

1GPT-6 AstraMax effort502244.0%44.756F5746.3M
2GPT-6.1 SolMax effort301033.3%39.150.5F5734.4M
3GPT-6 AstraLow effort31825.8%46.051F5742.6M
4GPT-6 SolMax effort40410.0%34.233F5755M
5GPT-6 AstraMedium effort10330.0%37.637.5F5730.7M
6GPT-5.6 SolMax effort4212.4%24.724.5F5742.7M
7Claude Fable 5.1Max effort6116.7%24.722F5743.9M
8GPT-5.6 SolExtra high effort6934.3%22.519F5624.2M
9Claude Opus 5.5Max effort1000%31.033F5149.2M
10Grok 4.7Extra high effort1000%21.721F3338.1M
11GPT-6 LunaMax effort1000%17.416F3135.6M
12MiMo V2.6 FlashMax effort1000%16.619F3343.7M
13DeepSeek V4.1 FlashMax effort1900%15.816F3323.5M
14Grok 4.6Extra high effort1000%15.115F3115.9M
15Union AlphaMax effort900%14.816F255.3M
16MiMo V2.6 ProMax effort1000%14.311F307.9M
17GPT-5.6 LunaExtra high effort1000%11.413F198.9M
18Muse Spark 1.3 (contributor)Max effort2000%10.811.5F167.8M
19GLM-5.3-FlashMax effort3200%10.510.5F246.2M

The tick on each floor bar marks the model's best floor. Median tokens counts only runs with complete recorded usage. Claude Fable 5.1 combines five Cursor harness runs and one Claude Code run; each run shows its harness.

Model cards

Every dot is one run. All cards share the same scales, so cards side by side compare directly.

ShowAll 21
One run Win Partial usage (lower bound) Average Median Uncached / cached input Reasoning / other output
i

Output includes reasoning. The Cursor records used here do not provide the exact reasoning / other-output breakdown. Available input, cached input, and total output are shown; missing reasoning stays unknown, not zero.

GPT-6 Astra · Max

50 runs · 49 with complete usage · 1 partial

Win rate
44.0%
Median floor
F56
Median tokens / run
46.3M
Median tokens / floor
847.8K
Floor reached
F44.7med F56
Outcomes22W · 27D · 1U
Tokens per floor
802.2Kmed 847.8K
Tokens per run
39.2Mmed 46.3M
Composition
98.6% cached

Select a dot to open that run.

All totals
  • 22 wins · 27 deaths · 1 interrupted · 0 abandoned
  • Total recorded tokens 1.9B · largest run 66.8M
  • Pooled tokens per run 39.2M · per floor 865.4K
  • Reasoning / output 2.3M / 4.1M · composition from 49 of 49 measured runs

GPT-6.1 Sol · Max

30 runs · 30 with complete usage

Win rate
33.3%
Median floor
F50.5
Median tokens / run
34.4M
Median tokens / floor
728.1K
Floor reached
F39.1med F50.5
Outcomes10W · 20D
Tokens per floor
665.6Kmed 728.1K
Tokens per run
30.2Mmed 34.4M
Composition
98.1% cached

Select a dot to open that run.

All totals
  • 10 wins · 20 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 906.8M · largest run 60.8M
  • Pooled tokens per run 30.2M · per floor 772.4K
  • Reasoning / output 1.8M / 2.6M · composition from 30 of 30 measured runs

GPT-6 Astra · Low

31 runs · 31 with complete usage

Win rate
25.8%
Median floor
F51
Median tokens / run
42.6M
Median tokens / floor
781.7K
Floor reached
F46med F51
Outcomes8W · 23D
Tokens per floor
724.3Kmed 781.7K
Tokens per run
35.4Mmed 42.6M
Composition
98.9% cached

Select a dot to open that run.

All totals
  • 8 wins · 23 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 1.1B · largest run 62.3M
  • Pooled tokens per run 35.4M · per floor 769.9K
  • Reasoning / output 194.3K / 1.2M · composition from 31 of 31 measured runs

GPT-6 Sol · Max

40 runs · 39 with complete usage · 1 partial

Win rate
10.0%
Median floor
F33
Median tokens / run
55M
Median tokens / floor
1.3M
Floor reached
F34.2med F33
Outcomes4W · 36D
Tokens per floor
1.5Mmed 1.3M
Tokens per run
57.7Mmed 55M
Composition
98.9% cached

Select a dot to open that run.

All totals
  • 4 wins · 36 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 2.3B · largest run 145.4M
  • Pooled tokens per run 57.7M · per floor 1.7M
  • Reasoning / output 2.4M / 3.7M · composition from 39 of 39 measured runs

GPT-6 Astra · Medium

10 runs · 10 with complete usage

Win rate
30.0%
Median floor
F37.5
Median tokens / run
30.7M
Median tokens / floor
812.3K
Floor reached
F37.6med F37.5
Outcomes3W · 7D
Tokens per floor
784.9Kmed 812.3K
Tokens per run
34.7Mmed 30.7M
Composition
99.0% cached

Select a dot to open that run.

All totals
  • 3 wins · 7 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 347M · largest run 63M
  • Pooled tokens per run 34.7M · per floor 922.9K
  • Reasoning / output 51K / 344K · composition from 10 of 10 measured runs

GPT-5.6 Sol · Extra high

69 runs · 62 with complete usage · 3 partial

Win rate
4.3%
Median floor
F19
Median tokens / run
24.2M
Median tokens / floor
1.3M
Floor reached
F22.5med F19
Outcomes3W · 62D · 4U
Tokens per floor
1.4Mmed 1.3M
Tokens per run
40.2Mmed 24.2M
Composition
98.5% cached

Select a dot to open that run.

All totals
  • 3 wins · 62 deaths · 1 interrupted · 3 abandoned
  • Total recorded tokens 2.5B · largest run 257M
  • Pooled tokens per run 40.2M · per floor 1.7M
  • Reasoning / output 1.3M / 2.5M · composition from 62 of 62 measured runs

Claude Fable 5.1 · Max

6 runs · 6 with complete usage

Win rate
16.7%
Median floor
F22
Median tokens / run
43.9M
Median tokens / floor
1.9M
Floor reached
F24.7med F22
Outcomes1W · 5D
Tokens per floor
2.7Mmed 1.9M
Tokens per run
99.2Mmed 43.9M
Composition
99.4% cached

Select a dot to open that run.

All totals
  • 1 wins · 5 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 595.1M · largest run 423M
  • Pooled tokens per run 99.2M · per floor 4M
  • Reasoning / output — / 1.5M · composition from 6 of 6 measured runs

GPT-5.6 Sol · Max

42 runs · 40 with complete usage

Win rate
2.4%
Median floor
F24.5
Median tokens / run
42.7M
Median tokens / floor
1.6M
Floor reached
F24.7med F24.5
Outcomes1W · 38D · 3U
Tokens per floor
1.5Mmed 1.6M
Tokens per run
43.7Mmed 42.7M
Composition
98.6% cached

Select a dot to open that run.

All totals
  • 1 wins · 38 deaths · 2 interrupted · 1 abandoned
  • Total recorded tokens 1.7B · largest run 136.6M
  • Pooled tokens per run 43.7M · per floor 1.7M
  • Reasoning / output 1.5M / 2.6M · composition from 40 of 40 measured runs

GPT-5.6 Sol · Mixed

1 run · 1 with complete usage · small sample

Win rate
0.0%
Median floor
F41
Median tokens / run
63M
Median tokens / floor
1.5M
Floor reached
F41med F41
Outcomes0W · 1D
Tokens per floor
1.5Mmed 1.5M
Tokens per run
63Mmed 63M
Composition
98.2% cached

Select a dot to open that run.

All totals
  • 0 wins · 1 deaths · 0 interrupted · 0 abandoned
  • 1 runs mixed thinking levels
  • Total recorded tokens 63M · largest run 63M
  • Pooled tokens per run 63M · per floor 1.5M
  • Reasoning / output 42.7K / 80.8K · composition from 1 of 1 measured runs

Claude Opus 5.5 · Max

10 runs · 10 with complete usage

Win rate
0.0%
Median floor
F33
Median tokens / run
49.2M
Median tokens / floor
1.5M
Floor reached
F31med F33
Outcomes0W · 10D
Tokens per floor
1.7Mmed 1.5M
Tokens per run
65.2Mmed 49.2M
Composition
99.2% cached

Select a dot to open that run.

All totals
  • 0 wins · 10 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 652.1M · largest run 170.9M
  • Pooled tokens per run 65.2M · per floor 2.1M
  • Reasoning / output 1.5M / 1.8M · composition from 10 of 10 measured runs

Grok 4.7 · Extra high

10 runs · 10 with complete usage

Win rate
0.0%
Median floor
F21
Median tokens / run
38.1M
Median tokens / floor
1.7M
Floor reached
F21.7med F21
Outcomes0W · 10D
Tokens per floor
1.8Mmed 1.7M
Tokens per run
38.8Mmed 38.1M
Composition
95.2% cached

Select a dot to open that run.

All totals
  • 0 wins · 10 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 388.4M · largest run 66.4M
  • Pooled tokens per run 38.8M · per floor 1.8M
  • Reasoning / output 977.9K / 1.1M · composition from 10 of 10 measured runs

GPT-6 Luna · Max

10 runs · 10 with complete usage

Win rate
0.0%
Median floor
F16
Median tokens / run
35.6M
Median tokens / floor
2M
Floor reached
F17.4med F16
Outcomes0W · 10D
Tokens per floor
1.8Mmed 2M
Tokens per run
34.5Mmed 35.6M
Composition
98.4% cached

Select a dot to open that run.

All totals
  • 0 wins · 10 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 344.6M · largest run 73.8M
  • Pooled tokens per run 34.5M · per floor 2M
  • Reasoning / output 1.1M / 1.2M · composition from 10 of 10 measured runs

MiMo V2.6 Flash · Max

10 runs · 10 with complete usage

Win rate
0.0%
Median floor
F19
Median tokens / run
43.7M
Median tokens / floor
2.3M
Floor reached
F16.6med F19
Outcomes0W · 10D
Tokens per floor
2.1Mmed 2.3M
Tokens per run
41.8Mmed 43.7M
Composition
99.3% cached

Select a dot to open that run.

All totals
  • 0 wins · 10 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 417.9M · largest run 91.2M
  • Pooled tokens per run 41.8M · per floor 2.5M
  • Reasoning / output 1.2M / 1.3M · composition from 10 of 10 measured runs

DeepSeek V4.1 Flash · Max

19 runs · 19 with complete usage

Win rate
0.0%
Median floor
F16
Median tokens / run
23.5M
Median tokens / floor
1.5M
Floor reached
F15.8med F16
Outcomes0W · 19D
Tokens per floor
1.8Mmed 1.5M
Tokens per run
31.3Mmed 23.5M
Composition
99.5% cached

Select a dot to open that run.

All totals
  • 0 wins · 19 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 595.3M · largest run 94.6M
  • Pooled tokens per run 31.3M · per floor 2M
  • Reasoning / output 1.5M / 2M · composition from 19 of 19 measured runs

Grok 4.6 · Extra high

10 runs · 10 with complete usage

Win rate
0.0%
Median floor
F15
Median tokens / run
15.9M
Median tokens / floor
999.2K
Floor reached
F15.1med F15
Outcomes0W · 10D
Tokens per floor
1Mmed 999.2K
Tokens per run
16.4Mmed 15.9M
Composition
98.5% cached

Select a dot to open that run.

All totals
  • 0 wins · 10 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 163.5M · largest run 35.1M
  • Pooled tokens per run 16.4M · per floor 1.1M
  • Reasoning / output 256.7K / 362.2K · composition from 10 of 10 measured runs

Union Alpha · Max

9 runs · 5 with complete usage · 4 partial

Win rate
0.0%
Median floor
F16
Median tokens / run
5.3M
Median tokens / floor
416.4K
Floor reached
F14.8med F16
Outcomes0W · 9D
Tokens per floor
435.8Kmed 416.4K
Tokens per run
4.9Mmed 5.3M
Composition
93.5% cached

Select a dot to open that run.

All totals
  • 0 wins · 9 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 24.7M · largest run 6.7M
  • Pooled tokens per run 4.9M · per floor 440.2K
  • Reasoning / output 0 / 90.8K · composition from 5 of 5 measured runs

MiMo V2.6 Pro · Max

10 runs · 7 with complete usage · 3 partial

Win rate
0.0%
Median floor
F11
Median tokens / run
7.9M
Median tokens / floor
1.1M
Floor reached
F14.3med F11
Outcomes0W · 10D
Tokens per floor
1.1Mmed 1.1M
Tokens per run
15.1Mmed 7.9M
Composition
98.8% cached

Select a dot to open that run.

All totals
  • 0 wins · 10 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 105.8M · largest run 53.8M
  • Pooled tokens per run 15.1M · per floor 1.2M
  • Reasoning / output 435.6K / 522.9K · composition from 7 of 7 measured runs

GPT-5.6 Luna · Extra high

10 runs · 9 with complete usage · 1 partial

Win rate
0.0%
Median floor
F13
Median tokens / run
8.9M
Median tokens / floor
705.8K
Floor reached
F11.4med F13
Outcomes0W · 9D · 1U
Tokens per floor
823.7Kmed 705.8K
Tokens per run
10.6Mmed 8.9M
Composition
97.8% cached

Select a dot to open that run.

All totals
  • 0 wins · 9 deaths · 0 interrupted · 1 abandoned
  • Total recorded tokens 95.7M · largest run 21.5M
  • Pooled tokens per run 10.6M · per floor 902.5K
  • Reasoning / output 118.5K / 230K · composition from 9 of 9 measured runs

Muse Spark 1.3 (contributor) · Max

20 runs · 20 with complete usage

Win rate
0.0%
Median floor
F11.5
Median tokens / run
7.8M
Median tokens / floor
816.1K
Floor reached
F10.8med F11.5
Outcomes0W · 20D
Tokens per floor
844.1Kmed 816.1K
Tokens per run
9.8Mmed 7.8M
Composition
99.0% cached

Select a dot to open that run.

All totals
  • 0 wins · 20 deaths · 0 interrupted · 0 abandoned
  • Total recorded tokens 195.2M · largest run 21.8M
  • Pooled tokens per run 9.8M · per floor 899.5K
  • Reasoning / output 207.2K / 557.2K · composition from 20 of 20 measured runs

GLM-5.3-Flash · Max

i

These runs were recorded while the model was available under the stealth preview name Ox Alpha. OpenRouter later disclosed it as Z.ai's GLM-5.3-Flash.

32 runs · 30 with complete usage

Win rate
0.0%
Median floor
F10.5
Median tokens / run
6.2M
Median tokens / floor
598.2K
Floor reached
F10.5med F10.5
Outcomes0W · 30D · 2U
Tokens per floor
902Kmed 598.2K
Tokens per run
11.6Mmed 6.2M
Composition
99.2% cached

Select a dot to open that run.

All totals
  • 0 wins · 30 deaths · 2 interrupted · 0 abandoned
  • Total recorded tokens 347.8M · largest run 85.6M
  • Pooled tokens per run 11.6M · per floor 1.1M
  • Reasoning / output 347.2K / 853.6K · composition from 30 of 30 measured runs

Union Alpha · Mixed

1 run · 0 with complete usage · 1 partial · small sample

Win rate
0.0%
Median floor
F7
Median tokens / run
—
Median tokens / floor
—
Floor reached
F7med F7
Outcomes0W · 1D
Tokens per floor
—med —
Tokens per run
—med —
Composition

Not recorded.

—

Select a dot to open that run.

All totals
  • 0 wins · 1 deaths · 0 interrupted · 0 abandoned
  • 1 runs mixed thinking levels
  • Total recorded tokens — · largest run —
  • Pooled tokens per run — · per floor —
  • Reasoning / output — / — · composition from 0 of 0 measured runs
Metric definitions & limitations

Outcomes include every attributed run; unfinished combines interrupted and abandoned attempts. Win rate is wins over all runs. Token averages and medians use complete official run totals only. Hollow dots show partial recorded usage as lower bounds and are not included in those statistics. Each dot counts once: tokens per floor is calculated for each run before taking the mean and median, not a pooled ratio. Floor reached includes all attributed runs, regardless of outcome; a mixed-thinking tag marks a run that used more than one reasoning level with the same model. Best shows the highest floor reached in this group; ties prefer a victory. These campaigns are observational, not controlled comparisons. Unknown or mixed-model attribution and active runs are excluded. Memory follows the recorded learning policy, not the connector alone. Composition includes input, cached input, and total output when they reconcile with the run total. Uncached input includes cache writes. Reasoning and other output are shown only when the split is known; otherwise all output is shown together. Input and output bars are independently normalized to 100%, not a comparison of their volumes.