from __future__ import annotations

from typing import Any


def train(context, **settings: Any) -> dict[str, Any]:
    """Put your training implementation here.

    Use context.log("message"), context.progress(percent, "message"), and
    context.preview(path) to report back to ADAM without touching the GUI.
    """
    context.log("Template trainer loaded. Replace this with real training code.")
    context.progress(100, "Template training complete")
    return {}