Figure 3: Four distinct difficulties (context dependence, sparse signal, a heavy long tail, and constant schema drift) all collapse into a single tension: Classification wants to reason under ambiguity, while enforcement demands results it can explain and reproduce. The whole design exists to hold these two in balance.