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generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
coin-run
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
100
18.125
false
suite-p95-200-v1
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18,023.869507
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22,389.972
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342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
dodge-lanes
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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suite-p95-200-v1
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342
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null
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local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-basic
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
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null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-defend-center
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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false
suite-p95-200-v1
200
18,023.869507
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22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-defend-line
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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suite-p95-200-v1
200
18,023.869507
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22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-take-cover
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-health
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-corridor
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
9.091
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-home
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
doom-predict
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
76.183
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-bigfish
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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18.125
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1, 40], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-bigfish", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-bossfight
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0.5, 13], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-bossfight", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-caveflyer
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [2, 12], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-caveflyer", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-chaser
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[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
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authenticated-cli-per-frame
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18,023.869507
9,661.910584
22,389.972
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43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0.5, 13], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-chaser", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
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2026-10-05T21:50:31.662849+00:00
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gpt-6-astra
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procgen-climber
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[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1, 12.6], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-climber", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
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2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
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gpt-6-astra
null
procgen-coinrun
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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suite-p95-200-v1
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-coinrun", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
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2026-10-05T21:50:31.662849+00:00
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openai-gpt-6-astra
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gpt-6-astra
null
procgen-dodgeball
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1.5, 19], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-dodgeball", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
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2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
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gpt-6-astra
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procgen-fruitbot
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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suite-p95-200-v1
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [-1.5, 32.4], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-fruitbot", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
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2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-heist
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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suite-p95-200-v1
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3.5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-heist", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
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2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
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gpt-6-astra
null
procgen-jumper
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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suite-p95-200-v1
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-jumper", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
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2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
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gpt-6-astra
null
procgen-leaper
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-leaper", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
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gpt-6-astra
null
procgen-maze
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-maze", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-miner
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
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18.125
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suite-p95-200-v1
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18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1.5, 13], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-miner", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
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gpt-6-astra
null
procgen-ninja
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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18.125
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3.5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-ninja", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-plunder
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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18.125
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [4.5, 30], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-plunder", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
procgen-starpilot
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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18.125
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suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
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local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [2.5, 64], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-starpilot", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
crafter
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
4.545
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "crafter", "engine_version": "1.8.3", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 22], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "crafter", "task_version": "2"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
miniworld-oneroom
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "miniworld", "engine_version": "2.1.0", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 1], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "miniworld-oneroom", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
pettingzoo-pistonball
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
93.775
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "pettingzoo", "engine_version": "1.27.0", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [-100, 100], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "pettingzoo-pistonball", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
atari-breakout
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "ale-py", "engine_version": "0.12.1", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 864], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "atari-breakout", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
retro-airstriker
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "stable-retro", "engine_version": "1.0.1", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 10000], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "retro-airstriker", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
nethack-score
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "nle", "engine_version": "1.3.0", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 1000], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "nethack-score", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
minihack-room
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
100
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "minihack", "engine_version": "1.0.2", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 1], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "minihack-room", "task_version": "1"}
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
unity-food-collector
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"assets_sha256": "c28e27b2d3af4391a3e1e95b0871e01a16ef657ee062bb91e7740ac9d0c99be5", "camera_size": [84, 84], "capture_frame_rate": 30, "controlled_agent": "lowest-initial-agent-id", "engine": "mlagents-envs", "engine_version": "1.1.0", "numpy_version": "1.23.5", "observation": "rendered-rgb-only", "peer_policy": "no-...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
football-empty-goal
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [320, 180], "container_architecture": "arm64", "container_image": "sha256:8774faa312fa0791f01966ef3152d23c012dda5117fd01366972a0bebfc13635", "control_policy": "release movement and shot before each decision", "engine": "gfootball", "engine_revision": "ba9952130898bde2879b01ff2b49d3d48d26ce81", "engine_v...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
supertuxkart-lighthouse
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
1.362
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"assets_sha256": "56cd754653224efde4a40aef0400a71f03f72f18d2c35a89896db052dc096b23", "camera_size": [320, 240], "container_architecture": "arm64", "container_image": "sha256:257166494f158e6b5b3441d4b52f99b83e8cef4ff60c6ce5b333251aa7cf4738", "engine": "PySuperTuxKart2", "engine_revision": "dd70f6823f248ae1df2ce513839a9...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
luanti-chop-tree
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [64, 64], "container_architecture": "arm64", "container_image": "sha256:f3f2df899b8709a904350472825f3253fd1a46a8d913322634a604e389fbb0fe", "engine": "craftium", "engine_revision": "8cffe4176e793f78d00b17fa7e46ccf333a7b5b0", "engine_variant": "serial-lockstep-v2", "engine_version": "0.0.1", "mesh_generat...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
supertux-first-coin
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [640, 480], "container_architecture": "arm64", "container_image": "sha256:b3f936e8da2a38c0eab38ea1acfe56c1c47829cbe1f288775a135f0a67faadbf", "engine": "SuperTux", "engine_revision": "c1ddb4f28c54de77f07aa9965231a91c0ed06708", "engine_variant": "native-lockstep-v1", "engine_version": "0.6.3+ggbench1", "f...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
dcss-first-experience
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [800, 600], "container_architecture": "arm64", "container_image": "sha256:942c43c70e0682b3d612e7c0b6e42eb8b35aeef42aad8bb77982bbbad4d617b8", "control_policy": "one native key per decision; no auto-explore or auto-fight", "engine": "DCSS", "engine_revision": "19cb0921cbcb6463fcedd1bb06636446c50b1905", "e...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
openttd-first-road
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [800, 600], "container_architecture": "arm64", "container_image": "sha256:227f7a13d0f6a96f2574ac0b428755101ad54def2217d629d08d059f4e2996b0", "cursor_step_pixels": 32, "engine": "OpenTTD", "engine_revision": "14ec60f248547d4d062a1160f0fc26d742319888", "engine_variant": "native-lockstep-v1", "engine_versi...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
mindustry-copper
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [960, 640], "container_architecture": "arm64", "container_image": "sha256:90468c4e5dde3dfaf18e1ec5fe337b4d32906271d3a7be899efd5b87756082a2", "cursor_step_pixels": 32, "engine": "Mindustry", "engine_revision": "067c720a8817c1c9fb586c03898a7d948caaed56", "engine_variant": "native-lockstep-v1", "engine_ver...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
cdda-first-weapon
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [960, 640], "container_architecture": "arm64", "container_image": "sha256:eee69b35296e92b6ddc84a9ffbf737ab66ab48ae42dbbc3f1ee8e236b97c1b1f", "control_policy": "one native key per decision; tutorial popups remain visible", "engine": "Cataclysm: Dark Days Ahead", "engine_revision": "7b2efa5cea38e4d4d97dd0...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
openai-gpt-6-astra
exhibition
gpt-6-astra
null
warzone-first-derrick
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
18.125
false
suite-p95-200-v1
200
18,023.869507
9,661.910584
22,389.972
342
43
342
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"camera_size": [960, 640], "container_architecture": "arm64", "container_image": "sha256:c2c0aee72affd4e5d5be6aa03659c533e3c968365e0f62eccf1f9fbdd30f6c22", "cursor_step_pixels": 32, "engine": "Warzone 2100", "engine_revision": "7d3d8e51a61ceee89e6bf672a41337e1a9cd7392", "engine_variant": "native-lockstep-v1", "engine_...
{"calls": 342, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "gpt-6-astra", "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
coin-run
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
100
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
dodge-lanes
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
100
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-basic
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
66.19
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-defend-center
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
4.762
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-defend-line
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
9.524
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-take-cover
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
100
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-health
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
100
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-corridor
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
9.091
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-home
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
doom-predict
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
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17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-bigfish
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1, 40], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-bigfish", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-bossfight
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0.5, 13], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-bossfight", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-caveflyer
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [2, 12], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-caveflyer", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-chaser
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0.5, 13], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-chaser", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-climber
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1, 12.6], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-climber", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-coinrun
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-coinrun", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-dodgeball
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1.5, 19], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-dodgeball", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-fruitbot
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
4.425
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [-1.5, 32.4], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-fruitbot", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-heist
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3.5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-heist", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-jumper
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-jumper", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-leaper
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-leaper", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-maze
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-maze", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-miner
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [1.5, 13], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-miner", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-ninja
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [3.5, 10], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-ninja", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-plunder
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [4.5, 30], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-plunder", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
procgen-starpilot
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "procgen", "engine_version": "0.10.7", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [2.5, 64], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "procgen-starpilot", "task_version": "1"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
generalgamebench-results/1
exhibition
hosted-rerun-2026-10-05
2026-10-05T21:50:31.662849+00:00
0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9
claude-claude-opus-5-1m-
exhibition
claude-opus-5[1m]
null
crafter
43a5cb23ee776e903e0e4228efebb44f066d3faceb04bb4c6ede046265e39169
[ "coin-run", "dodge-lanes", "doom-basic", "doom-defend-center", "doom-defend-line", "doom-take-cover", "doom-health", "doom-corridor", "doom-home", "doom-predict", "procgen-bigfish", "procgen-bossfight", "procgen-caveflyer", "procgen-chaser", "procgen-climber", "procgen-coinrun", "pro...
[ 3000 ]
0.5.0
authenticated-cli-per-frame
pixels-json-action/2
0
17.998
false
suite-p95-200-v1
200
3,273.090392
2,353.58125
9,040.905333
340
43
340
null
1
8
local-unattested
Darwin arm64
Apple M3 Max; 48 GiB RAM; 16 CPU cores; macOS arm64. One hosted model and one game run at a time. Each action starts a fresh authenticated CLI call. CLI startup, image transfer, network time, provider inference and action validation remain in the timer. Provider hardware is not known. Normal desktop tasks can use the s...
0
0
{"engine": "crafter", "engine_version": "1.8.3", "numpy_version": "1.26.4", "observation": "rendered-rgb-only", "replay": "exact-frame-and-score", "score_range": [0, 22], "seed_policy": "fixed-initial-reset", "simulation": "lockstep", "task_id": "crafter", "task_version": "2"}
{"calls": 340, "observation": "png-only", "prompt_version": "pixels-json-action/2", "requested_model": "claude-opus-5[1m]", "resolved_models": ["claude-opus-5[1m]"], "tool_events": 0, "transport": "authenticated-cli-per-frame"}
End of preview. Expand in Data Studio

GeneralGameBench test results

Leaderboard · Source code · Test method · Replay evidence

This Dataset contains test results. Each row gives one agent's score for one game in a fixed test campaign. All measurements come from the GeneralGameBench result snapshot. The export does not add artificial scores.

Configuration Agent/game rows
exhibition 645

Empty result groups have no configuration or rows. The official leaderboard is currently empty. This Dataset contains the current model exhibition.

Load the data

Use this example to load the current model results:

from datasets import load_dataset

rows = load_dataset("danieltee/generalgamebench-results", "exhibition", split="test")

Set revision to a commit ID to use a fixed version. The Space records its matching Dataset commit in publication.json. The Dataset file snapshot.json is identical to the Space file data.json. Its SHA-256 checksum is 0d33c81deca428d525a5bdeeb0066f0ee9fa8807377f9cb74e7a7a57351a18f9.

Column definitions

The score_100 column gives the normalized game score. The suite_score_100 column gives the mean score across the complete suite. The calculation first averages seeds within each scenario. It then averages scenarios with equal weight. An aborted episode receives zero points.

Columns with the suite_ prefix describe the complete campaign. These columns include timing, confidence intervals, episode counts, decision counts and errors. The export repeats these values on each game row. The field latency_eligible is true when the complete suite p95 is below 200 ms. Exactly 200 ms fails. The calculation uses all recorded response times and linear interpolation. The fields latency_policy_id and latency_limit_ms identify this rule. The field suite_misses counts responses at or above 200 ms. Errors and aborted episodes do not change this latency test. They remain in the scores and error counts. Do not add these values across rows. Do not interpret them as measurements for individual games.

Compare only rows with the same suite_id. Also examine mode, transport, task details, model revision and prompt version. The suite ID includes games, seeds, decision limits, evaluator versions, task versions and hardware conditions. A null seed list or model revision means that the source did not record this value. Some reference policies do not have a model ID.

The task_metadata_json and provider_metadata_json columns contain JSON strings. This format keeps engine and provider details without changes to the Dataset viewer column types. The root JSONL files retain the original nested objects. The files in viewer/ supply the Dataset viewer.

Test limits

This benchmark measures visual game control within fixed limits. It does not measure intelligence in full. The Mac runs the current game tests. They use one seed and a limit of eight decisions per scenario. Local vision models use pinned weights from Hugging Face. OpenAI and Anthropic models use their hosted services. Each hosted action starts a new command process. Its timing includes network time and command startup. The models share the same task definitions. Their inference paths differ. The suite ID keeps these test conditions distinct. This table does not measure model-only speed. The archive keeps the previous results and their recording rules. Many games only start during these short tests. Do not use these results as a reliable ranking of model intelligence.

Different tests can use different games, durations, seeds and hardware. The trust column retains the source's local test status. A suite p95 below 200 ms does not prove independent verification. This Dataset does not give official ranks. Public seeds and local execution do not prove protection against cheating. See the security model.

Separate test computers produce the results. The maintainers review the evidence before publication. Contributors use the submission procedure. This Dataset does not contain personal data, provider credentials, game images or model weights. The original measurements and export code use the MIT license. Third-party engines, models and media keep their original licenses.

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