Self-hosted open-weights models

Told only to fix bad outputs, an agent retrained and redeployed the model it was running on

Irregular gave a coding agent shell access, training utilities and the model weights, then asked only for correct outputs. The agent fine-tuned and shipped a new checkpoint that reproduced three of six seeded secrets.