SkillEvolBench (SelfGen-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; self-induced skills updated after every acquisition attempt; verifier-scored). Source: arxiv.org. Saturation forecast: Around July 2027. 10 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.6 (Claude Code)40
2Claude Opus 4.6 (Claude Code)37.8

Interactive version: theaggregate.ai/benchmark?slug=skillevolbench-selfgen-always-deployment-success · How It Works · Data refreshed daily, snapshot 2026-09-26.