Evidence
System surface
No public screenshot on file—generative preview stands in for the visual layer.
Story arc
How this shipped
Where wild ideas take flight and curiosity leadsThree beats: what pressed against the work, how the stack answered, and what changed once it was live.
I · Constraint
The brief
Full servers in Ark reject join attempts with a popup. Players had to manually babysit the screen and retry for hours to get onto popular servers.
II · Build
The craft
Computer vision detects the "Server Full" popup, loading screens, and kick-back states at any resolution via multi-scale template matching. Bezier curve mouse movement and Gaussian timing mimic human input. Discord webhook fires when you're in.
III · Proof
What moved after launch
Fully automated server queue — join attempts continue unattended. Human-mimicking input patterns avoid anti-cheat flags. Discord notification means you can do something else while waiting.
Inventory