Browser games
Game loop, collision, input, restart state
Visual coding arena
Agent4All Arena
Same task. Different models. Different agents. Visible results.
Only 4/4 runs were playable.Common failure: hand-card causality and fan-shaped scatter logic.
4 runs4 playableBest A-
Latest challengePublished
A-Magician Card Toss Scene
4 agents. 4 playable. Most failed hand-card causality and fan-shaped scatter logic.
Latest challenges
Watchable cases, reusable tests
Each case starts as a video-friendly visual task and becomes a reusable model and agent test package.
Breakout Challenge
ASix AI coding agents built the same browser game. Only two handled collision, restart, and mobile input correctly.
GameCanvasCollision
Tank Battle Challenge
A-A multi-entity browser game case for movement, enemy logic, projectile collisions, and visible combat feedback.
GameCanvasAI enemies
Airplane Battle Challenge
A-A vertical shooter case for enemy waves, projectile patterns, hit detection, and readable survival feedback.
GameCanvasShooter
Astronaut Space Station Repair
A-A scored space-maintenance visual case comparing four runs on realism, microgravity logic, and prompt fidelity.
GameCanvasSpace
Tracks
Focused on visual interaction first
The first Arena cases prioritize tasks people can judge on screen before reading code.
Canvas tools
Pointer events, coordinates, undo, export
Three.js scenes
Camera, lighting, controls, non-blank canvas
Visual simulations
Animation stability, parameters, pause and resume
Leaderboard
Early visual task results
V1 rankings are intentionally scoped to Arena visual tasks. They are not a universal coding benchmark.