mechanism-derivation

Derive a formalism, architecture, learning rule, or algorithm so that each piece is forced rather than asserted — and stress-test it afterwards. Use when designing or explaining a model architecture, deriving a loss or update rule, reading a paper whose equations feel arbitrary, choosing an objectiv