HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness? Paper • 2609.01437 • Published Sep 1 • 568
S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement? Paper • 2608.31100 • Published Aug 31 • 148
StartupBench: Benchmarking General-Purpose Agents on Market-Validated End-to-End Workflows Paper • 2608.17800 • Published Aug 18 • 138
Workflow-GYM: Towards Long-Horizon Evaluation of Computer-use Agentic tasks in Real-World Professional Fields Paper • 2606.11042 • Published Jun 9 • 221
NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents Paper • 2512.12730 • Published Dec 14, 2025 • 52
Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? Paper • 2509.04292 • Published Sep 4, 2025 • 59