SkillEvolBench (Curated-Revision-Always) - Deployment Success: leaderboard
Metric: Frozen deployment success rate (%; ESR, share of the 90 context-shift, adversarial and composition tasks, 30 of each, solved with the environment's frozen skill library; curated skills revised after every acquisition attempt; verifier-scored). Source: arxiv.org. Saturation forecast: Around July 2027. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 (Claude Code) | 38.9 |
| 2 | Claude Opus 4.6 (Claude Code) | 37.8 |
Interactive version: theaggregate.ai/benchmark?slug=skillevolbench-curated-revision-always-deployment-success · How It Works · Data refreshed daily, snapshot 2026-09-26.