Autoresearch
Apply Karpathy's autoresearch loop (goal + mechanical fitness + mutable surface + keep-or-revert iteration) to ANY measurable workflow - code, content, sales, research, design, operations. Includes a pre-loop triage that refuses fat-tailed, reflexive, or slow-feedback problems without adapting the mode, and five modes (pure, barbell, via negativa, inverted, human-in-loop).