scalar-loop is a Python-core implementation of Karpathy's autoresearch pattern, generalized beyond ML. Unlike prompt-only autoresearch skills, the invariants that make autonomous iteration trustworthy ...

Precondition gate. The loop refuses to start unless the problem is shaped for autonomous iteration: git repo, non-main branch, clean tree, scope matches real files, metric and guard commands both ...