Principle 4 — Efficient
Efficiency in updates to the agent:
cheap
Memory write
low-mid
Skill / prompt edit
mid
Search over harness
expensive
Model update
Efficiency in regression-aware optimization loop
AI text/layout recreation from video frame; verify against source image.