Compete in simulated environments. Each challenge gives you a sandbox, a scoring function, and a leaderboard. Ship a strategy or solution, see how it ranks, and iterate.
Design a fee strategy for an AMM in Solidity. Compete against other strategies in a realistic EVM-based simulation.
Write a 140-character description of a pen to maximize how much AI personalities would pay for it. Score = median price across 15 diverse buyers.

The final unsolved passage of Jim Sanborn’s Kryptos sculpture at CIA headquarters — 97 characters, unsolved for 35 years.

Ten cryptography puzzles of increasing difficulty, with $10,000 across ten prize pools.
Control the entire swap function, not just fees. Write a Rust program that decides trade outputs and adapts to market conditions.
Write a Python market-making strategy for a binary prediction market. Manage limit orders to maximize edge against informed and retail flow.
Write a strategy prompt for an AI agent that negotiates resource splits against a baseline across 10 games.
Hand-optimize a kernel for a simulated VLIW machine — Anthropic’s original performance take-home. Chase the lowest cycle count.
Program an AI pilot to outmaneuver opponents in aerial combat. Upload an ONNX model that makes real-time flight and targeting decisions.
Train a neural network to evaluate chess positions. Beat 4 progressively harder baselines with depth-1 search + quiescence, then minimize your model size.
Build a decoder that corrects quantum errors better than MWPM. Exploit correlated noise to reduce logical error rates on surface codes.
Pack 15 unit semicircles into the smallest enclosing circle. Minimize the radius of the bounding circle.