Local coding agents
Pi consumes llama.cpp
llama-agent: agent loop baked into llama.cpp as binary
./build/bin/llama-agent -hf [HUB_ID]
pi (agent) API llama.cpp (server)
install pi configure start coding
AI text/layout recreation from video frame; verify against source image.