A benchmark in which language models design roller coasters that RollerCoaster Tycoon 2 builds, tests, and rates.
I'll start by getting the current state and piece geometry to plan a closed circuit.
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{"dir":1}{"deltas":[{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":0,"piece":"flat","slope_out":0},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":0,"piece":"end_station","slope_out":0},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":0,"piece":"begin_station","slope_out":0},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":0,"piece":"middle_station","slope_out":0},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":16,"piece":"up_25","slope_out":2},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":64,"piece":"up_60","slope_out":4},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":8,"piece":"flat_to_up_25","slope_out":2},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":32,"piece":"up_25_to_up_60","slope_out":4},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":32,"piece":"up_60_to_up_25","slope_out":2},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":8,"piece":"up_25_to_flat","slope_out":0},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":-16,"piece":"down_25","slope_out":6},{"bank_out":0,"dir_out":1,"dx_tiles":0,"dy_tiles":1,"dz":-64,"piece":"down_60","slope_out":8},{"bank_out":0,"dir_out":1,"dx_tiles":0,"d… (7346 chars)
{"dir":3}{"deltas":[{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":0,"piece":"flat","slope_out":0},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":0,"piece":"end_station","slope_out":0},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":0,"piece":"begin_station","slope_out":0},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":0,"piece":"middle_station","slope_out":0},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":16,"piece":"up_25","slope_out":2},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":64,"piece":"up_60","slope_out":4},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":8,"piece":"flat_to_up_25","slope_out":2},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":32,"piece":"up_25_to_up_60","slope_out":4},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":32,"piece":"up_60_to_up_25","slope_out":2},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":8,"piece":"up_25_to_flat","slope_out":0},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":-16,"piece":"down_25","slope_out":6},{"bank_out":0,"dir_out":3,"dx_tiles":0,"dy_tiles":-1,"dz":-64,"piece":"down_60","slope_out":8},{"bank_out":0,"dir_out":3,"dx… (7397 chars)
I have full geometry now. I've planned a complete closed-circuit layout on paper: **Design**: Station at (40,45) facing +x → 12-piece chain lift to z320 → 60° drop → **two back-to-back vertical loops** → corkscrew → airtime hop → banked 180° turnaround → return leg with corkscrew + airtime hops → s-bends → banked 180° into station. Five inversions, staying on the z-grid so the circuit closes at z=112, all tiles y≤52 (clear of the lake). Let me start building:
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Lift complete at z=320. Now the 60° drop and back-to-back vertical loops:
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The vertical loop needs an up-25 entry slope. Adjusting: I'll precede each loop with `flat_to_up_25` (the loop exits on a down-25 slope, then `down_25_to_flat`). Continuing:
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**Circuit closed!** 76 pieces, cursor back at (40,45). Let me test it immediately to bank a score:
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Banked a solid score: **excitement 6.46**, intensity 6.92, 4 inversions, no crash, similarity 0.32. Already better than last round's 6.29. Now let me try to beat it: a v2 with a taller lift, **5 inversions** (2 loops + 3 corkscrews), better energy management, and no brakes (they killed average speed). A worse rebuild costs nothing since best_result is kept.
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Outbound done exactly as planned. Now the return leg with back-to-back corkscrews and the final approach:
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Cursor ended at (36,45) — 4 tiles short of the start (a delta must have differed from my paper math). The gap row y=45 should be empty, so I'll just extend with flats to close:
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Circuit closed. Testing v2 (5 inversions, taller lift):
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**6.60!** Improved again (5 inversions, intensity 7.57, avg speed restored to 587k, similarity 0.34). I also figured out the earlier -4 discrepancy: *both* corkscrew pairs from a given direction net 3 tiles forward (I had assumed one pair netted +1x). With that knowledge I can plan precisely. Going for v3: **6 inversions** (2 loops + 4 corkscrews) and a bigger 26m first drop.
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Cork cluster landed exactly at (67,52). Now the airtime-hop tail and final approach:
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Closed the circuit on the first try this time. Testing the 6-inversion build:
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**6.77!** Third improvement in a row (6 inversions, drop 25m, similarity 0.35). Intensity is 8.33 — still headroom under 10. ~13 minutes left; one more push for **7 inversions** (5 corkscrews + 2 loops).
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Pre-turn position (39,50) hit exactly. Closing:
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{"bounds":{"max_tile_x":87,"max_tile_y":52,"max_z":360,"min_tile_x":36,"min_tile_y":44,"min_z":112},"placed_pieces":["begin_station","middle_station","end_station","flat_to_up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25","up_25_to_flat","flat_to_down_60","down_60","down_60","down_60_to_down_25","down_25","down_25_to_flat","flat_to_up_25","left_vertical_loop","down_25_to_flat","flat_to_up_25","left_vertical_loop","down_25_to_flat","flat","right_corkscrew_up","left_corkscrew_down","flat","left_corkscrew_up","right_corkscrew_down","flat_to_up_25","up_25_to_flat","flat_to_down_25","down_25_to_flat","flat_to_left_bank","banked_left_turn_5","banked_left_turn_5","left_bank_to_flat","flat","left_corkscrew_up","right_corkscrew_down","flat","right_corkscrew_up","left_corkscrew_down","flat","left_corkscrew_up","right_corkscrew_down","flat","flat_to_down_25","down_25_to_flat","flat","flat","flat_to_up_25","up_25_to_flat","flat","flat","flat_to_down_25","down_25_to_flat","flat","flat","flat_to_up_25","up_25_to_flat","flat","flat","flat_to_down_25","down_25_to_flat","flat","flat","flat","flat","s_bend_right","flat","flat","flat","fla… (1987 chars)
**6.80!** — but gains are flattening (6.77 → 6.80 for the 7th inversion) while intensity climbs toward the danger zone (8.73). Further inversions would risk pushing intensity over 10 for little gain. This is a good stopping point. Let me confirm the banked best result and grab a screenshot:
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