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MMP.18:8 - Common Anti-Patterns and How to Avoid Them
| Anti-pattern | Failure | Repair |
| Connect equal names as equal quantities | Different intervals, references or populations become silently identified | Construct the quantity correspondence before exchanging values |
| Use an interpolation because the tool offers it | A total or constant field may be altered | Derive the preservation condition from the receiving use |
| Pass an average into an arbitrary nonlinear operation | Lost variation changes the result | Derive and supply the missing statistic or closure |
| Treat software call order as the subject law | Inserts a delay or leaves same-instant relations unsatisfied | Formulate the joint conditions, then choose their computation |
| Preserve the final balance and claim the trajectory | Intermediate timing remains unresolved | Retain the temporal information required by the question |
| Multiply fitted component distributions | Can duplicate a prior or shared records | Recover and combine the actual likelihood and dependence contributions |
| Reuse an isolated closure under changed feedback | The coupled system can leave the closure’s supported regime | Revise its supply conditions or use a suitable richer component |