Niles Luther

Vision daemon

July 2026 to present · GitHub

Problem

A legacy game client shows events on screen and never saves them. The only record is the pixels, and they disappear.

What I built

A fully autonomous vision daemon in Python and AutoHotkey, with a vision model, that reads the client’s screen and records each event as structured data for ACE // OPS.

Results

65,618
events turned into structured data
1,720
tests that run without the game
15
of 16 reproduced issues fixed after a pre-release review