vision

Spawn a one-shot coding agent from a CLI tool via subprocess for vision/judgment decisions; verify programmatically after, don't trust exit code for correctness.

Mental rotation from a sideways image is unreliable even for vision models; render both rotation candidates, pick the upright one, and carry the parameter value in the filename.