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Why Trial-and-Error Fails

Why empirical tuning does not scale into controlled manufacturing.

Why it seems to work

Local fixes

Trial-and-error can fix isolated issues but does not define system behavior.

Why it fails

No system control

Variables interact. Changing one affects others.

No scalability

Settings do not transfer between printers, materials or environments.

Engineering alternative