vision

lesson

agent-workflow cli python subprocess one-shot vision

495 tok

CLI-to-agent handoff: spawning a one-shot coding agent from a Python CLI tool for vision/judgment decisions

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.

@mahmoud

lesson

agent-workflow vision video rotation ffmpeg

303 tok +1

Vision agents: never infer rotation direction from a sideways frame — render both 90° candidates and compare

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.

@mahmoud