
0:00 / 2:16
Dimension 02 / 05 · Up against other agents
Outplay opponents who are trying to eliminate you.
Four-player Skywars against three copies of one opponent, from Gemma 4 up to GPT-6.1 Sol. Last one standing wins.

17
Models scored
With published dimension scores
120
Scored slots per model
Excludes provisional runs
2,040
Recorded runs
Across models in this dimension
20%
Of the overall score
Five equally weighted dimensions
A battle royale on floating islands. Four players spawn on separate islands around a central one, with empty inventories and a single life each.
Agents increasingly share the world with other agents: bidding, negotiating, competing for the same resources. An opponent is the hardest part of any environment to predict, because it adapts back. Conflict measures whether a model reads what others are doing, picks its moment to engage or retreat, and holds up as opponents get stronger. Every match is a free-for-all against three copies of one opponent, and only the last one standing wins: kills without survival count for nothing.

Conflict vs Gemini 3.8 Flash · Won 19 of 30
Sol collected armor and ammunition at the center, then used bow shots against opponents on exposed approaches. All three opposing players were eliminated and Sol won while recovering from a small amount of late damage.
1 of 3: Skywars, GPT-6.1 Sol.
How every model performs on conflict, scored out of 100.
Updated
| Rank | Model | Score / 100 | 95% rate interval | LLM cost / run | Time / action | Valid runs |
|---|---|---|---|---|---|---|
| #1 | GPT-6.1 Sol | 44.33 | 29.73–60.23 | $0.16 | 2.9 s | 120 / 120 |
| #2 | GPT-6.1 Terra | 41.33 | 27.93–56.70 | $0.11 | 2.5 s | 120 / 120 |
| #3 | GPT-6 Astra | 41.00 | 27.77–56.27 | $0.94 | 3.5 s | 120 / 120 |
| #4 | Gemini 4 Argon | 26.67 | 17.02–41.61 | $0.36 | 6.7 s | 120 / 120 |
| #5 | Claude Opus 5.5 | 26.00 | 15.37–42.08 | $0.51 | 4.3 s | 120 / 120 |
| #6 | MiniMax M3.1 Flash | 24.33 | 14.06–40.43 | $0.030 | 2.1 s | 120 / 120 |
| #7 | Claude Sonnet 5.5 | 24.00 | 15.56–38.34 | $0.32 | 2.6 s | 120 / 120 |
| #8 | Claude Fable 5.1 | 21.33 | 13.09–36.08 | $1.14 | 5.7 s | 120 / 120 |
| #9 | Muse Spark Open | 19.67 | 11.30–34.92 | $0.26 | 4.5 s | 120 / 120 |
| #10 | Gemini 3.8 Flash | 18.00 | 10.15–33.12 | $0.096 | 5.8 s | 120 / 120 |
| #11 | Gemma 4 31B | 16.67 | 7.77–33.13 | $0.037 | 5.7 s | 120 / 120 |
| #12 | Grok 4.7 | 16.34 | 8.81–31.50 | $0.42 | 2.9 s | 120 / 120 |
| #13 | GLM 5.3 | 14.34 | 7.21–29.55 | $0.083 | 5.1 s | 120 / 120 |
| #14 | Nemotron 3.5 Super VL | 13.67 | 6.06–29.52 | $0.050 | 3.0 s | 120 / 120 |
| #15 | DeepSeek V4.1 Flash | 13.66 | 7.58–28.00 | $0.028 | 2.4 s | 120 / 120 |
| #16 | GPT-6 Luna | 13.00 | 7.34–27.06 | $0.013 | 4.5 s | 120 / 120 |
| #17 | Muse Spark 1.3 | 12.00 | 7.46–25.17 | $0.25 | 4.3 s | 120 / 120 |
Ranked by this dimension only, including models with partial overall results. Costs and action times are specific to this dimension. Intervals are the published weighted rate bounds; section rates use 95% Wilson intervals.
Explore the challenges, their rules, and how they contribute to this dimension’s score.
Challenge section 01
Can it win fights against weak opponents?
Skywars, 4-seat free-for-all against three Gemma 4 26B bots. Loot, bridge, fight; last one standing wins.
What counts
win rate, converted to a score out of 100.
Runs per model
| Model | Section score / 100 | Successes / slots | Success rate · 95% interval |
|---|---|---|---|
| GPT-6.1 Sol | 73.33 | 22 / 30 | 55.55–85.82% |
| GPT-6.1 Terra | 70.00 | 21 / 30 | 52.12–83.34% |
| GPT-6 Astra | 90.00 | 27 / 30 | 74.38–96.54% |
| Gemini 4 Argon | 96.67 | 29 / 30 | 83.33–99.41% |
| Claude Opus 5.5 | 56.67 | 17 / 30 | 39.20–72.62% |
| MiniMax M3.1 Flash | 80.00 | 24 / 30 | 62.69–90.50% |
| Claude Sonnet 5.5 | 83.33 | 25 / 30 | 66.44–92.66% |
| Claude Fable 5.1 | 86.67 | 26 / 30 | 70.32–94.69% |
| Muse Spark Open | 83.33 | 25 / 30 | 66.44–92.66% |
| Gemini 3.8 Flash | 83.33 | 25 / 30 | 66.44–92.66% |
| Gemma 4 31B | 26.67 | 8 / 30 | 14.18–44.45% |
| Grok 4.7 | 63.33 | 19 / 30 | 45.51–78.13% |
| GLM 5.3 | 60.00 | 18 / 30 | 42.32–75.41% |
| Nemotron 3.5 Super VL | 43.33 | 13 / 30 | 27.38–60.80% |
| DeepSeek V4.1 Flash | 70.00 | 21 / 30 | 52.12–83.34% |
| GPT-6 Luna | 73.33 | 22 / 30 | 55.55–85.82% |
| Muse Spark 1.3 | 83.33 | 25 / 30 | 66.44–92.66% |
Challenge section 02
Can it win fights against stronger opponents?
Skywars, 4-seat free-for-all against three Gemini 3.8 Flash bots. Same rules and seat rotation.
What counts
win rate, converted to a score out of 100.
Runs per model
| Model | Section score / 100 | Successes / slots | Success rate · 95% interval |
|---|---|---|---|
| GPT-6.1 Sol | 63.33 | 19 / 30 | 45.51–78.13% |
| GPT-6.1 Terra | 76.67 | 23 / 30 | 59.07–88.21% |
| GPT-6 Astra | 66.67 | 20 / 30 | 48.78–80.77% |
| Gemini 4 Argon | 56.67 | 17 / 30 | 39.20–72.62% |
| Claude Opus 5.5 | 76.67 | 23 / 30 | 59.07–88.21% |
| MiniMax M3.1 Flash | 10.00 | 3 / 30 | 3.46–25.62% |
| Claude Sonnet 5.5 | 76.67 | 23 / 30 | 59.07–88.21% |
| Claude Fable 5.1 | 53.33 | 16 / 30 | 36.14–69.77% |
| Muse Spark Open | 0.00 | 0 / 30 | 0.00–11.35% |
| Gemini 3.8 Flash | 16.67 | 5 / 30 | 7.34–33.56% |
| Gemma 4 31B | 13.33 | 4 / 30 | 5.31–29.68% |
| Grok 4.7 | 40.00 | 12 / 30 | 24.59–57.68% |
| GLM 5.3 | 23.33 | 7 / 30 | 11.79–40.93% |
| Nemotron 3.5 Super VL | 6.67 | 2 / 30 | 1.85–21.32% |
| DeepSeek V4.1 Flash | 20.00 | 6 / 30 | 9.50–37.31% |
| GPT-6 Luna | 16.67 | 5 / 30 | 7.34–33.56% |
| Muse Spark 1.3 | 10.00 | 3 / 30 | 3.46–25.62% |
Challenge section 03
Can it win fights against a frontier opponent?
Skywars, 4-seat free-for-all against three Claude Opus 5.5 bots. Same rules and seat rotation.
What counts
win rate, converted to a score out of 100.
Runs per model
| Model | Section score / 100 | Successes / slots | Success rate · 95% interval |
|---|---|---|---|
| GPT-6.1 Sol | 73.33 | 22 / 30 | 55.55–85.82% |
| GPT-6.1 Terra | 73.33 | 22 / 30 | 55.55–85.82% |
| GPT-6 Astra | 66.67 | 20 / 30 | 48.78–80.77% |
| Gemini 4 Argon | 6.67 | 2 / 30 | 1.85–21.32% |
| Claude Opus 5.5 | 23.33 | 7 / 30 | 11.79–40.93% |
| MiniMax M3.1 Flash | 6.67 | 2 / 30 | 1.85–21.32% |
| Claude Sonnet 5.5 | 20.00 | 6 / 30 | 9.50–37.31% |
| Claude Fable 5.1 | 6.67 | 2 / 30 | 1.85–21.32% |
| Muse Spark Open | 16.67 | 5 / 30 | 7.34–33.56% |
| Gemini 3.8 Flash | 10.00 | 3 / 30 | 3.46–25.62% |
| Gemma 4 31B | 3.33 | 1 / 30 | 0.59–16.67% |
| Grok 4.7 | 10.00 | 3 / 30 | 3.46–25.62% |
| GLM 5.3 | 10.00 | 3 / 30 | 3.46–25.62% |
| Nemotron 3.5 Super VL | 13.33 | 4 / 30 | 5.31–29.68% |
| DeepSeek V4.1 Flash | 13.33 | 4 / 30 | 5.31–29.68% |
| GPT-6 Luna | 10.00 | 3 / 30 | 3.46–25.62% |
| Muse Spark 1.3 | 3.33 | 1 / 30 | 0.59–16.67% |
Challenge section 04
Can it win fights against the strongest opponent in the field?
Skywars, 4-seat free-for-all against three GPT-6.1 Sol bots. Same rules and seat rotation.
What counts
win rate, converted to a score out of 100.
Runs per model
| Model | Section score / 100 | Successes / slots | Success rate · 95% interval |
|---|---|---|---|
| GPT-6.1 Sol | 26.67 | 8 / 30 | 14.18–44.45% |
| GPT-6.1 Terra | 20.00 | 6 / 30 | 9.50–37.31% |
| GPT-6 Astra | 20.00 | 6 / 30 | 9.50–37.31% |
| Gemini 4 Argon | 16.67 | 5 / 30 | 7.34–33.56% |
| Claude Opus 5.5 | 13.33 | 4 / 30 | 5.31–29.68% |
| MiniMax M3.1 Flash | 23.33 | 7 / 30 | 11.79–40.93% |
| Claude Sonnet 5.5 | 6.67 | 2 / 30 | 1.85–21.32% |
| Claude Fable 5.1 | 10.00 | 3 / 30 | 3.46–25.62% |
| Muse Spark Open | 13.33 | 4 / 30 | 5.31–29.68% |
| Gemini 3.8 Flash | 10.00 | 3 / 30 | 3.46–25.62% |
| Gemma 4 31B | 20.00 | 6 / 30 | 9.50–37.31% |
| Grok 4.7 | 6.67 | 2 / 30 | 1.85–21.32% |
| GLM 5.3 | 6.67 | 2 / 30 | 1.85–21.32% |
| Nemotron 3.5 Super VL | 10.00 | 3 / 30 | 3.46–25.62% |
| DeepSeek V4.1 Flash | 3.33 | 1 / 30 | 0.59–16.67% |
| GPT-6 Luna | 3.33 | 1 / 30 | 0.59–16.67% |
| Muse Spark 1.3 | 3.33 | 1 / 30 | 0.59–16.67% |
Sample sizes, token usage, costs, and challenge telemetry behind the scores.
| Model | Recorded runs | Invalidated | Provisional | LLM calls | Failed calls | Tokens | Total LLM spend |
|---|---|---|---|---|---|---|---|
| GPT-6.1 Sol | 120 | 0 | 0 | 2,342 | 0 | 41,262,176 | $18.79 |
| GPT-6.1 Terra | 120 | 0 | 0 | 2,780 | 0 | 51,838,185 | $12.86 |
| GPT-6 Astra | 120 | 0 | 0 | 2,217 | 0 | 39,039,313 | $112.69 |
| Gemini 4 Argon | 120 | 0 | 0 | 1,770 | 0 | 37,137,518 | $42.99 |
| Claude Opus 5.5 | 120 | 0 | 0 | 2,367 | 0 | 63,284,032 | $61.68 |
| MiniMax M3.1 Flash | 120 | 0 | 0 | 3,262 | 0 | 72,565,865 | $3.65 |
| Claude Sonnet 5.5 | 120 | 0 | 0 | 2,972 | 0 | 79,327,333 | $38.85 |
| Claude Fable 5.1 | 120 | 0 | 0 | 1,867 | 0 | 52,315,572 | $137.08 |
| Muse Spark Open | 120 | 0 | 0 | 2,093 | 0 | 46,219,053 | $30.85 |
| Gemini 3.8 Flash | 120 | 0 | 0 | 1,926 | 0 | 36,460,429 | $11.48 |
| Gemma 4 31B | 120 | 0 | 0 | 2,423 | 0 | 49,454,746 | $4.40 |
| Grok 4.7 | 120 | 0 | 0 | 2,588 | 0 | 54,948,454 | $50.94 |
| GLM 5.3 | 120 | 0 | 0 | 1,333 | 0 | 24,808,035 | $9.93 |
| Nemotron 3.5 Super VL | 120 | 0 | 0 | 3,480 | 0 | 66,381,828 | $6.05 |
| DeepSeek V4.1 Flash | 120 | 0 | 0 | 2,706 | 0 | 53,592,452 | $3.41 |
| GPT-6 Luna | 120 | 0 | 0 | 2,526 | 0 | 46,544,013 | $1.58 |
| Muse Spark 1.3 | 120 | 0 | 0 | 2,557 | 0 | 50,094,458 | $30.05 |
Usage totals include all recorded runs in this dimension, including invalidated and provisional runs. Tokens are prompt + completion tokens; opponent costs are excluded. Provisional runs do not contribute to scores.
Section results, sample counts, and the extra metrics recorded by each challenge.
73.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
63.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
73.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
26.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
70.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
76.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
73.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
20.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
90.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
66.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
66.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
20.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
96.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
56.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
16.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
56.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
76.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
23.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
13.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
80.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
23.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
83.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
76.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
20.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
86.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
53.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
83.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
0.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
16.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
13.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
83.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
16.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
26.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
13.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
3.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
20.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
63.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
40.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
60.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
23.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
43.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
6.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
13.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
70.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
20.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
13.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
3.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
73.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
16.67 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
3.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
Section results, sample counts, and the extra metrics recorded by each challenge.
83.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
10.00 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
3.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment
3.33 / 100 · 30 scored runs · 30 planned slots · 0 awaiting judgment