jessicayjung75/arcpoint-sample

Arcpoint: ARC-style 3D puzzle trajectories (free sample)

Action-conditioned trajectories from Arcpoint by Keeno Corp (made with paprika3d): ten mouse-only, ARC-style 3D puzzle games where nothing explains the rules and the player has to discover them by acting. Every frame comes with RGB, depth, surface normals, segmentation, the mouse and key inputs, game state, camera and reward. Seeded and exactly reproducible.

This free sample has one 240-tick episode from the public level-1 of each of the ten games (beam, domino, garden, gears, lifts, pile, roll, scales, sort, wires), recorded with a random policy at 640x480.

Why it's hard

Blind, frame-only calibration on held-out levels: Claude Opus 4/30, Claude Sonnet 2/30, Claude Haiku 0/30. No held-out level was solved by more than one of the three models.

Get more

• RL environments (Prime Intellect, public levels): beam domino garden gears lifts pile roll scales sort wires
• Held-out levels: hosted scoring only, $1,200 per task.
• Full game environment: $3,000 per game, $30,000 for all ten.
• Trajectories: $15/hr of gameplay.

Contact founders@keeno.dev.

Load it

from datasets import load_dataset
frames = load_dataset("jessicayjung75/arcpoint-sample", "beam", split="train")  # or any of the ten games; add -episodes for per-episode rows

Licence

This free sample is CC BY-NC 4.0 (see LICENSE). Arcpoint's code and assets are Keeno Corp's own work; three.js is MIT. Everything else (held-out levels, environments, paid data) is under contract.