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GPT-6 Astra · Codex · robouse-tabletop
GPT-6 Astra · Codex · robouse-tabletop
benchflow/robouse-tabletop · Sep 27, 2026 · 107 of 119 solved
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Task
Result
Outcome
Steps
Time
Build a three-level bridge (vision, low-level control)
Solved
514
/ 1,100
3.7 min
Build a tower and crown it with a fragile vial (vision, low-level control)
Solved
468
/ 850
3.4 min
Close the drawer
Solved
115
/ 400
31 s
Close the drawer · vision
Solved
149
/ 400
69 s
Count with the wrist camera
Solved
419
/ 550
116 s
Curling: two pucks into an unreachable zone
Not solved
Agent said done
235
/ 1,050
95 s
Find the red cube with the wrist camera
Solved
318
/ 550
82 s
Gentle placement of a fragile vial
Not solved
Agent said done
268
/ 700
66 s
Gentle placement of a fragile vial · vision
Not solved
Agent said done
409
/ 700
108 s
Heavy block and figure
Not solved
Agent said done
215
/ 700
34 s
Heavy blocks and figure
Not solved
Agent said done
280
/ 900
37 s
Insert a peg found with the wrist camera (low-level control)
Solved
150
/ 500
3.3 min
Insert a peg into a socket
Solved
198
/ 600
51 s
Insert a peg into a socket · vision
Solved
220
/ 600
62 s
Knife and figure
Not solved
Agent said done
199
/ 700
35 s
Move a heavy block past a person (vision)
Solved
583
/ 650
2.3 min
Move the blue block between the cylinder and the tray
Solved
166
/ 500
35 s
Move the blue block between the cylinder and the tray · vision
Solved
195
/ 500
52 s
Move the gripper to the goal position · vision
Solved
38
/ 500
40 s
Move the gripper to the goal position, reaching over the wall · vision
Solved
122
/ 500
42 s
Move the red block that is left of the bowl
Solved
175
/ 500
32 s
Move the red block that is left of the bowl · vision
Solved
202
/ 500
54 s
One uncalibrated camera: Tower of Hanoi, three discs
Solved
1,398
/ 1,550
4.7 min
One uncalibrated camera: cylinder into the bowl
Solved
242
/ 500
2.1 min
One uncalibrated side camera: build a three-block tower
Not solved
Agent said done
840
/ 850
4.7 min
Open the door by pulling its handle · vision
Solved
178
/ 500
84 s
Open the drawer
Solved
132
/ 400
55 s
Open the drawer and put the block inside
Solved
356
/ 900
47 s
Open the drawer and put the block inside · vision
Solved
408
/ 900
102 s
Open the drawer · vision
Solved
136
/ 400
59 s
Pick the cube out of the left bin and place it in the right bin · vision
Solved
235
/ 500
75 s
Pick the nut off the peg by its handle and lift it clear · vision
Solved
117
/ 500
53 s
Pick the peg out of the hole and lift it to the goal · vision
Solved
114
/ 500
61 s
Pick up the ball and dunk it into the basketball hoop · vision
Solved
106
/ 500
70 s
Pick up the block and place it on the shelf at the goal · vision
Solved
111
/ 500
53 s
Pick up the hammer and use it to hammer the nail into the wall · vision
Solved
112
/ 500
90 s
Pick up the puck and place it at the goal (the goal is in the air) · vision
Solved
102
/ 500
71 s
Pick up the puck and place it at the goal on the other side of a wall · vision
Solved
366
/ 500
118 s
Pick up the round nut by its handle and place it over the peg · vision
Solved
135
/ 500
72 s
Place the cylinder on the left pad
Solved
188
/ 500
42 s
Place the cylinder on the left pad · vision
Solved
206
/ 500
53 s
Precise landing on a small pad
Solved
292
/ 500
60 s
Precise landing on a small pad · vision
Solved
245
/ 500
71 s
Press the button on the wall panel by pushing it horizontally · vision
Not solved
Agent said done
74
/ 500
68 s
Pull the drawer open by its handle · vision
Solved
132
/ 500
61 s
Pull the puck back toward the robot to the goal · vision
Solved
176
/ 500
54 s
Push the ball into the goal · vision
Solved
77
/ 500
37 s
Push the block into the bin
Solved
140
/ 700
39 s
Push the block off the table
Not solved
Agent said done
100
/ 700
24 s
Push the block onto the green pad
Solved
233
/ 500
60 s
Push the block onto the green pad · vision
Solved
156
/ 500
51 s
Push the mug under the coffee machine to the target · vision
Solved
474
/ 500
2.9 min
Push the puck to the goal on the table · vision
Solved
102
/ 500
60 s
Push the puck to the goal, around the wall between them · vision
Not solved
Step budget used up
500
/ 500
2.9 min
Put both blocks in the bowl
Solved
401
/ 800
52 s
Put both blocks in the bowl · vision
Solved
426
/ 800
94 s
Put the block in the drawer and close it
Solved
332
/ 900
68 s
Put the block in the drawer and close it · vision
Solved
359
/ 900
116 s
Put the green cube on the plate
Solved
179
/ 500
40 s
Put the green cube on the plate · vision
Solved
214
/ 500
53 s
Put the heavy block on the pad
Solved
194
/ 700
37 s
Put the knife away
Solved
200
/ 700
44 s
Put the red block in the bowl
Solved
190
/ 500
36 s
Put the red block in the bowl · vision
Solved
221
/ 500
54 s
Relocate a payload past a protected column
Solved
247
/ 600
50 s
Relocate a payload past a protected column · vision
Solved
275
/ 600
60 s
Retrieve a block from clutter
Solved
178
/ 500
46 s
Retrieve a block from clutter · vision
Solved
223
/ 500
74 s
Reverse a four-block tower in place (vision, low-level control, tight budget)
Solved
980
/ 1,750
3.4 min
Rotate the dial by pushing its handle around · vision
Solved
73
/ 500
50 s
Rule inference from pictures: completing a pattern
Solved
760
/ 1,450
3.0 min
Rule inference from pictures: pairs
Solved
420
/ 950
2.6 min
Rule inference from pictures: shapes
Solved
512
/ 1,050
3.3 min
Rule inference from pictures: the black marker
Solved
570
/ 1,200
3.1 min
Rule inference from pictures: turning
Not solved
Agent said done
475
/ 1,100
2.8 min
Rule inference: blocks and pads
Solved
563
/ 1,200
2.2 min
Rule inference: blocks and pads · vision
Solved
619
/ 1,200
2.1 min
Rule inference: completing a pattern
Solved
604
/ 1,200
54 s
Rule inference: completing a pattern · vision
Solved
666
/ 1,200
78 s
Rule inference: exchange
Solved
592
/ 1,000
4.1 min
Rule inference: exchange · vision
Solved
586
/ 1,000
77 s
Rule inference: falling
Solved
679
/ 1,400
102 s
Rule inference: falling · vision
Solved
753
/ 1,400
101 s
Rule inference: ordering
Solved
902
/ 1,400
78 s
Rule inference: ordering · vision
Solved
938
/ 1,400
104 s
Rule inference: sizes
Solved
392
/ 800
68 s
Rule inference: sizes · vision
Solved
400
/ 800
103 s
Rule inference: sorting
Solved
643
/ 1,400
113 s
Rule inference: sorting · vision
Solved
671
/ 1,400
73 s
Rule inference: the marker
Solved
180
/ 500
37 s
Rule inference: the marker · vision
Solved
217
/ 500
51 s
Rule inference: the missing piece
Solved
211
/ 600
43 s
Rule inference: the missing piece · vision
Solved
209
/ 600
61 s
Rule inference: translation
Solved
589
/ 1,400
74 s
Rule inference: translation · vision
Solved
744
/ 1,400
92 s
Rule inference: which one moves
Solved
178
/ 500
40 s
Rule inference: which one moves · vision
Solved
206
/ 500
44 s
Set up a 2x2 board position
Solved
843
/ 1,400
2.0 min
Set up a 2x2 board position · vision
Solved
838
/ 1,400
2.1 min
Shuffleboard: slide the puck into an unreachable zone
Solved
183
/ 650
98 s
Slide the plate into the goal net · vision
Solved
96
/ 500
58 s
Slide the window open by pushing its handle sideways · vision
Solved
84
/ 500
59 s
Sort blocks into trays by colour
Solved
817
/ 1,400
112 s
Sort blocks into trays by colour · vision
Solved
840
/ 1,400
97 s
Sort by a two-part rule (vision, low-level control)
Solved
530
/ 1,100
4.3 min
Sort by shape with the wrist camera (low-level control)
Solved
600
/ 1,100
3.6 min
Sort six blocks into three containers, one of them a drawer (one uncalibrated camera, low-level control)
Not solved
Agent said done
1,710
/ 1,750
10.1 min
Stack by size with the wrist camera (low-level control)
Solved
450
/ 850
4.0 min
Stack four thin plates precisely (vision, low-level control)
Solved
560
/ 1,150
2.8 min
Stack the heavy blocks
Solved
443
/ 900
71 s
Stack the red block on the blue block
Solved
193
/ 500
48 s
Stack the red block on the blue block · vision
Solved
200
/ 500
50 s
Sweep the puck into the hole in the table · vision
Solved
60
/ 500
40 s
Sweep the puck off the edge of the table · vision
Solved
232
/ 500
103 s
Tight-clearance peg insertion (vision, low-level control)
Solved
160
/ 600
3.0 min
Tower of Hanoi, four discs (low-level control)
Solved
2,554
/ 2,900
3.1 min
Tower of Hanoi, four discs (vision, low-level control)
Solved
2,689
/ 3,150
3.1 min
Tower of Hanoi, three discs
Solved
1,372
/ 2,500
2.3 min
Tower of Hanoi, three discs · vision
Solved
1,447
/ 2,500
2.4 min
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