Three layers to improve the agent
Model
update the weights
SFT · RL post-training
most expensive
Harness
edit prompts, skills, tools, code
GEPA · trace-to-harness
most flexible
Memory
store facts and learned skills
Letta · mem0 · consolidation
cheapest
AI text/layout recreation from video frame; verify against source image.