Interlock: From Local Correctness to Task Completion in Long-Horizon Agents Paper • 2610.19686 • Published 7 days ago • 34
ClawLoop: Self-Improving Agents via Harness-Native Training Loop Paper • 2610.14118 • Published 12 days ago • 36
UrbanGround: From Local Perception to Spatial Agency in a Real-Scale City Paper • 2608.27456 • Published Aug 27 • 86
JIT-Agent: Scaling Harness Intelligence via Just-in-Time Harness Evolution Paper • 2608.25593 • Published Aug 26 • 115
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2, 2025 • 237
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems Paper • 2508.07407 • Published Aug 10, 2025 • 101