evolve

Run npm run bench:generate and npm run bench:verify from this package. The generated suite reflects repository tests; public, hidden and regression labels do not establish independent evaluation sets. Use a separately designed held out task set to support improvement claims.

npm run evolve uses the upstream real sandbox with repository tests. Upstream warns this substrate may score all mutated surfaces identically. npm run evolve:dry uses mock scores and is only a mechanics check. Neither proves improved agent capability. Configure the agent substrate and an explicit budget before model backed optimization. A successful gate is not permission to publish, deploy or merge beyond existing user authorization. Keep rollback evidence and reject regressions.