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EXD.4:8 - Common Anti-Patterns and How to Avoid Them
| Failure visible in the exchange | Repair |
| Rephrasing the same derivation after the recipient changes the intended statistic | Confirm the changed weighting rule and supply its corresponding result. |
| Treating “yes” as proof of a needed inference | Use the concrete response already available, or ask one relevant inference when the distinction matters. |
| Correcting a recipient who understands the account but rejects its policy | Recover the decision or preference disagreement and return it to the appropriate work. |
| Responding to an unsupported AI explanation by making it more fluent | Return to source-qualified facts or mechanisms and qualify the missing basis. |
| Continuing until the recipient agrees | Close the supported explanatory result and distinguish agreement from that result. |