def evaluate_telemetry(case):
    """Return a bounded telemetry result for one synthetic GPU/media case.

    Keep availability/freshness separate from the metric value itself. Preserve
    UNKNOWN/STALE rather than substituting zero or a last-known healthy value.
    """
    raise NotImplementedError("Implement the bounded AIE-017 telemetry evaluator")
