CalibForge: Adversarial Solver Calibration for Scaling Learnable Terminal Tasks Paper • 2608.06352 • Published Aug 6 • 24
AREX: Towards a Recursively Self-Improving Agent for Deep Research Paper • 2607.21461 • Published Jul 23 • 107
Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning Paper • 2607.12395 • Published Jul 14 • 92
Qwen-AgentWorld: Language World Models for General Agents Paper • 2606.24597 • Published Jun 23 • 165
FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents Paper • 2606.12087 • Published Jun 10 • 51
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch Paper • 2606.10728 • Published Jun 9 • 37
Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction Paper • 2605.05242 • Published May 3 • 126
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis Paper • 2505.16834 • Published May 22, 2025
SWE-World: Building Software Engineering Agents in Docker-Free Environments Paper • 2602.03419 • Published Feb 3 • 42
SWE-Master: Unleashing the Potential of Software Engineering Agents via Post-Training Paper • 2602.03411 • Published Feb 3 • 39
ClawGym: A Scalable Framework for Building Effective Claw Agents Paper • 2604.26904 • Published Apr 29 • 55
ClawGym: A Scalable Framework for Building Effective Claw Agents Paper • 2604.26904 • Published Apr 29 • 55