CLAUDE-OPUS-4-8 · 20260723-v2-library

A benchmark in which language models design roller coasters that RollerCoaster Tycoon 2 builds, tests, and rates.

claude-opus-4-8 · 1st of 3 compare all models →

library · wooden · driver-api · library mode — models may search the stock track design library, which measures retrieval and adaptation; copies score zero

excitementintensity×build failed
0515intensity ceiling 10excitementintensityround 1: built but not rated (test never completed)R1R2R3R4R5R6
score
8.43
intensity
9.87
nausea
5.97
best round
6
rated rounds
5/6
similarity
0.09
tokens / cost
—
Studied 12 library design(s)
track design preview: Texas Giant
Texas Giant
track design preview: Psyclone
Psyclone
track design preview: Judge Roy Scream
Judge Roy Scream
track design preview: Loup-Garou
Loup-Garou
track design preview: Ugly Twisters
Ugly Twisters
track design preview: Touchwood
Touchwood
track design preview: Splinter
Splinter
track design preview: Whiteout
Whiteout
track design preview: Roughrider
Roughrider
track design preview: Colossus (Track 1)
Colossus (Track 1)
track design preview: Sawdust
Sawdust
track design preview: Microfobia
Microfobia
6 round(s)
chain lift inversion brake / booster round before height is the track's real elevation, walked from the piece list

Round 1 not rated

built, but the ride was never rated

library: 1 search(es) studied Texas Giant, Psyclone, Judge Roy Scream, Loup-Garou, Ugly Twisters, Touchwood, Splinter, Whiteout

434 pieces · 42 on the lift
track program (434 pieces)
{
  "pieces": [
    "begin_station",
    "middle_station",
    "middle_station",
    "middle_station",
    "end_station",
    "flat",
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    "flat",
    "flat_to_left_bank",
    "banked_left_turn_5",
    "banked_left_turn_5",
    "left_bank_to_flat",
    "flat_to_down_25",
    "down_25_to_down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60_to_down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_right_bank",
    "banked_right_turn_5",
    "right_bank_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "left_turn_1",
    "flat",
    "right_turn_1",
    "right_turn_1",
    "flat",
    "left_turn_1",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "right_turn_3_up_25",
    "right_turn_3_up_25",
    "right_turn_3_up_25",
    "right_turn_3_up_25",
    "up_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_down_25",
    "left_turn_3_down_25",
    "left_turn_3_down_25",
    "left_turn_3_down_25",
    "left_turn_3_down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "right_turn_5_up_25",
    "right_turn_5_up_25",
    "up_25_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "left_turn_1",
    "flat",
    "right_turn_1",
    "right_turn_1",
    "flat",
    "left_turn_1",
    "flat",
    "flat",
    "flat",
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    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_left_bank",
    "banked_left_turn_5",
    "banked_left_turn_5",
    "left_bank_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25_to_flat",
    "flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "right_turn_5_up_25",
    "right_turn_5_up_25",
    "up_25_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "left_turn_1",
    "flat",
    "right_turn_1",
    "right_turn_1",
    "flat",
    "left_turn_1",
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    "flat",
    "flat",
    "flat",
    "flat_to_left_bank",
    "banked_left_turn_5",
    "banked_left_turn_5",
    "left_bank_to_flat",
    "flat",
    "flat",
    "flat",
    "flat_to_down_25",
    "right_turn_3_down_25",
    "right_turn_3_down_25",
    "right_turn_3_down_25",
    "right_turn_3_down_25",
    "down_25_to_flat",
    "flat_to_down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "right_turn_1",
    "flat",
    "left_turn_1",
    "left_turn_1",
    "flat",
    "right_turn_1",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "right_turn_5_up_25",
    "right_turn_5_up_25",
    "up_25_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "left_turn_1",
    "flat",
    "right_turn_1",
    "right_turn_1",
    "flat",
    "left_turn_1",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_left_bank",
    "banked_left_turn_5",
    "banked_left_turn_5",
    "left_bank_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "right_turn_3_up_25",
    "right_turn_3_up_25",
    "right_turn_3_up_25",
    "right_turn_3_up_25",
    "up_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_down_25",
    "left_turn_3_down_25",
    "left_turn_3_down_25",
    "left_turn_3_down_25",
    "left_turn_3_down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_right_bank",
    "banked_right_turn_5",
    "banked_right_turn_5",
    "right_bank_to_flat",
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_right_bank",
    "banked_right_turn_5",
    "right_bank_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_left_bank",
    "banked_left_turn_3",
    "left_bank_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_left_bank",
    "banked_left_turn_3",
    "left_bank_to_flat",
    "flat",
    "flat"
  ],
  "ride_type": 52,
  "start": {
    "dir": 2,
    "x": 26,
    "y": 22
  }
}
park screenshot, claude-opus-4-8 round 1 view 1

Round 2

excitement7.78 intensity9.30 nausea4.96
length 2209 m drops 9 airtime 69 tested ok similarity 0.24 (nearest: Loup-Garou)

library: 1 search(es) studied Texas Giant, Psyclone, Judge Roy Scream, Loup-Garou, Ugly Twisters, Touchwood, Splinter, Whiteout

424 pieces · 64 on the lift · 138 added, 148 removed vs the round before (286 of 434 pieces kept)
track program (424 pieces)
{
  "pieces": [
    "begin_station",
    "middle_station",
    "middle_station",
    "middle_station",
    "middle_station",
    "end_station",
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "right_turn_3_up_25"
    },
    {
      "chain": true,
      "t": "right_turn_3_up_25"
    },
    {
      "chain": true,
      "t": "right_turn_3_up_25"
    },
    {
      "chain": true,
      "t": "right_turn_3_up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "left_turn_5_up_25"
    },
    {
      "chain": true,
      "t": "left_turn_5_up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    "flat_to_down_25",
    "down_25_to_down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60",
    "down_60_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat_to_up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25_to_flat",
    "flat",
    "flat_to_right_bank",
    "banked_right_turn_5",
    "right_bank_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
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    "up_25",
    "up_25",
    "up_25_to_flat",
    "flat_to_right_bank",
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    "right_bank_to_flat",
    "flat_to_down_25",
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    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
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    "flat",
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    "flat",
    "flat",
    "flat",
    "flat",
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    "flat_to_left_bank",
    "banked_left_turn_5",
    "banked_left_turn_5",
    "left_bank_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
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    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
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    "flat_to_up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25_to_flat",
    "flat_to_right_bank",
    "banked_right_turn_5",
    "banked_right_turn_5",
    "right_bank_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    {
      "chain": true,
      "t": "flat_to_up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25"
    },
    {
      "chain": true,
      "t": "up_25_to_flat"
    },
    "flat_to_left_bank",
    "banked_left_turn_5",
    "banked_left_turn_5",
    "left_bank_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25",
    "down_25_to_flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat",
    "flat_to_up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25",
    "up_25_to_flat",
    "flat_to_right_bank",
    "banked_right_turn_5",
    "banked_right_turn_5",
    "right_bank_to_flat",
    "flat_to_down_25",
    "down_25",
    "down_25",
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  "ride_type": 52,
  "start": {
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    "x": 58,
    "y": 30
  }
}
park screenshot, claude-opus-4-8 round 2 view 1

Round 3

excitement8.09 intensity9.86 nausea5.52
length 5118 m drops 17 airtime 59 tested ok similarity 0.12 (nearest: Colossus (Track 1))

library: 1 search(es) studied Ugly Twisters, Whiteout, Touchwood, Splinter, Roughrider, Colossus (Track 1)

1040 pieces · 174 on the lift · 648 added, 32 removed vs the round before (392 of 424 pieces kept)
track program (1040 pieces)
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}
park screenshot, claude-opus-4-8 round 3 view 1

Round 4

excitement8.24 intensity9.90 nausea6.07
length 5167 m drops 17 airtime 59 tested ok similarity 0.12 (nearest: Colossus (Track 1))

library: 1 search(es) studied Ugly Twisters, Whiteout, Roughrider, Sawdust, Microfobia

1035 pieces · 202 on the lift · 62 added, 67 removed vs the round before (973 of 1040 pieces kept)
track program (1035 pieces)
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  "ride_type": 52,
  "start": {
    "dir": 2,
    "x": 32,
    "y": 24
  }
}
park screenshot, claude-opus-4-8 round 4 view 1

Round 5

excitement8.36 intensity9.56 nausea5.84
length 6363 m drops 13 airtime 49 tested ok similarity 0.09 (nearest: Colossus (Track 1))

library: 1 search(es) studied Texas Giant, Psyclone, Ugly Twisters, Whiteout, Colossus (Track 1)

1303 pieces · 142 on the lift · 396 added, 128 removed vs the round before (907 of 1035 pieces kept)
track program (1303 pieces)
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}
park screenshot, claude-opus-4-8 round 5 view 1

Round 6

excitement8.43 intensity9.87 nausea5.97
length 6354 m drops 13 airtime 53 tested ok similarity 0.09 (nearest: Colossus (Track 1))

library: 1 search(es) studied Colossus (Track 1), Texas Giant, Ugly Twisters, Roughrider, Whiteout, Splinter

1299 pieces · 146 on the lift · 6 added, 10 removed vs the round before (1293 of 1303 pieces kept)
track program (1299 pieces)
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}
park screenshot, claude-opus-4-8 round 6 view 1

← 20260723-v2-library · all runs