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GLM-5.3 · Codex · robouse-menagerie
GLM-5.3 · Codex · robouse-menagerie
benchflow/robouse-menagerie · Sep 27, 2026 · 8 of 12 solved
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Infrastructure failure
Task
Result
Outcome
Steps
Time
Bin a scrap blank and set a fragile vial down gently on a marked square (dual Panda)
Solved
179
/ 1,000
79 s
Carry a block from a bowl onto a gold-outlined square and stand it upright (dual Panda)
Solved
82
/ 600
48 s
Carry a chess pawn from a bowl onto a gold-outlined square (ALOHA 2)
Solved
85
/ 600
45 s
Deliver a payload between two pads without touching a tall protected column (dual Panda)
Solved
162
/ 1,000
81 s
Find a pawn in camera images and land it on a gold-outlined square (ALOHA 2)
API rejected the image
Infra failure
API rejected the image
0
/ 600
9 s
Find a target cylinder among protected neighbours in camera images and move it to a tray (dual Panda)
API rejected the image
Infra failure
API rejected the image
0
/ 800
13 s
Infer a composed grid rule from examples and place three tokens accordingly (ALOHA 2)
Agent said done
Not solved
Agent said done
1,941
/ 2,000
14.3 min
Infer a grid rule from examples and place three tokens accordingly (dual Panda)
Solved
482
/ 2,000
108 s
Lift a target cylinder out of a ring of protected neighbours into a tray (ALOHA 2)
Solved
134
/ 800
88 s
Lift a target cylinder out of a ring of protected neighbours into a tray (dual Panda)
Agent said done
Not solved
Agent said done
117
/ 800
2.4 min
Place eight chess pieces from two bowls on assigned squares with two arms at once (dual Panda)
Time limit reached
Not solved
Time limit reached
2,600
/ 3,000
61.4 min
Place four chess pieces on assigned squares using both arms (ALOHA 2)
Agent gave up
Not solved
Agent gave up
1,972
/ 2,000
33.2 min
Read each vial's hidden underside label with an upward camera, then pack it by colour (dual Panda)
API rejected the image
Infra failure
API rejected the image
0
/ 2,500
14 s
Seat a peg in a socket under a 6 N contact-force limit (ALOHA 2)
Solved
179
/ 1,200
88 s
Turn a keyed peg square to a tight rectangular socket and seat it gently (dual Panda)
Solved
1,379
/ 1,500
14.5 min
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