Budget loop: snippet shorten → k pop → ≥1 hit floor. Cursor
encode/decode threads corpus_revision; mismatch surfaces as
stale_cursor anyhow error. App::search retained as thin wrapper.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>