Principle 1 — Replayable
Turn a one-off failure into a test you can re-run.
WHAT YOU HAVE
WHAT YOU NEED
log
what happened once; a single trace
+ feedback
what went wrong, and what to do instead
learning environment
replayable task + grading rule
user
tools
judge
AI text/layout recreation from video frame; verify against source image.