THE ASSUMPTION
Every AI coding tool we tried had the same assumption:
send as much context as possible.
WHAT AGENTS SEND
45,000
tokens per query
WHAT'S ACTUALLY USEFUL
~5,000
tokens per query
AI text/layout recreation from video frame; verify against source image.