Why the CNN skills hit a wall, how sharing a single VLM backbone across tiny expert heads changes the economics, and the learned router experiment we are about to run.

Wiring Claude Sonnet to hypertuned CNNs, building a self-improving agent, and what happens when your system starts training its own replacements.