agentune

Use whenever the user asks to run, start, kick off, or trigger an agentune HPO campaign in natural language (e.g. "run HPO with lgbm 40 trials/round", "tune xgboost on housing", "optimize california_housing"). Enforces parameter elicitation, init, and the autonomous round loop.