"""AI-based learning tool placeholder."""

from __future__ import annotations


def run(user_id: str) -> dict:
    """Return learning metrics and loyalty boost."""
    return {
        "score": 50,
        "achievements": ["ai-lesson-1"],
        "loyalty_boost": 2.0,
        "learning": {"memory_retention": 0.9},
    }
