Updating the harness
Rewrite the prompts, skills, and code around the model.
Trace-to-harness
GEPA & prompt search
A coding agent reads the log + feedback and rewrites a prompt, adds a tool, or patches the workflow.
Mutate prompts, score each candidate, keep the winners; evolutionary optimization of the harness.
AI text/layout recreation from video frame; verify against source image.