Proof systems — the ladder
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The tree that closes
To prove a formula, assume it false and take it apart. Every branch ends in a contradiction, or one of them describes exactly how it could have been false — and either way the tree is the answer, drawn.
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The assumption a proof pays back
A tableau assumes the opposite once and takes it apart. Natural deduction assumes things freely, uses them, and then withdraws them — and the withdrawal is what turns a derivation of a consequence into a proof of an implication.
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A lemma, and the proof that never mentions one
Proving something by first proving a lemma is what makes mathematics readable, and it is exactly what makes a proof system impossible to search — because the lemma can be any formula at all. Gentzen proved the step can always be removed, and the removal is not free.
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The instance that has to be guessed
Every rule of a propositional tableau replaces a formula by shorter ones, which is why it stops. The rule for a universal claim does not replace it — it keeps it and adds an instance — and one word changing turns a decision procedure into a search that may run forever.