def analyze_experiment(case):
    """Return an eight-dimension assessment for one synthetic failure experiment.

    Required keys:
    baseline_state, hypothesis_state, scope_state, guardrail_state,
    stop_state, observability_state, recovery_state, experiment_decision.
    """
    raise NotImplementedError("Learner implementation required")
