The Barriers: Relativization and Natural Proofs

Why P vs NP has resisted for fifty years, stated as two theorems about which proof techniques cannot work.

The Coffman Conditions

Four conditions, all necessary for deadlock; break any one. The cleanest example of a characterization theorem doing engineering work.

The Chomsky Hierarchy

Four grammar classes, four machine classes, one ladder. Why you can't parse HTML with a regex, stated as a theorem.

Amortized Analysis and the Potential Method

Why a dynamic array's O(n) resize is still O(1) per push, and how to prove it rather than hand-wave it.

Linearity of Expectation

Expectations add even when events are hopelessly dependent. Averaging as an existence proof: if the mean is 5, some input hits 5.

Shannon Entropy and the Source Coding Theorem

Entropy is the exact floor on lossless compression. Where "information" stops being a metaphor.