More Memory, Worse Agents: Error Reproduction and Anti-Persistence in LLM Agents Paper • 2610.27406 • Published 3 days ago • 8
CoEvo-RSI: When Harnesses Evolve, Which Models Should Follow? Paper • 2610.25078 • Published 4 days ago • 93
Harness Self-Evolution for Long-Horizon Terminal Agents Paper • 2610.27435 • Published 2 days ago • 11
Terminal-RSI: Recursive Self-Improving Terminal Agents via Recursive Self-Rewrite and Policy-Refine Paper • 2610.22192 • Published 7 days ago • 41
Self-Supervised Scaling of Terminal Environments for Scientific Domains Paper • 2610.02710 • Published 20 days ago • 13
Scaling Trajectories for Complex Tasks through Recursive Self-Rewrite Paper • 2610.02826 • Published 20 days ago • 106
The Past Frames the Future: Memory for Autoregressive Video Generation Paper • 2609.28466 • Published 29 days ago • 66
SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking Paper • 2609.13141 • Published Sep 11 • 69
PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents Paper • 2609.06702 • Published Sep 6 • 26
T1 Collection CC BY 4.0 RL checkpoints for T1; base-model and third-party terms still apply. • 4 items • Updated Sep 16 • 5
T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks Paper • 2609.11042 • Published Sep 10 • 67
FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience Paper • 2609.03241 • Published Sep 3 • 50
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published Aug 24 • 211
UI-Mate: Advancing Open-Weight Foundation GUI Agents with In-Context Demonstrations Paper • 2608.15930 • Published Aug 16 • 47
Recursive Synthesis for Long-Horizon Terminal Tasks Collection CC BY 4.0 datasets and SFT/RL checkpoints for recursive task synthesis; base-model and third-party terms still apply. • 6 items • Updated Aug 10 • 18
Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning Paper • 2607.18722 • Published Jul 21 • 36
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published Jul 14 • 222
Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading Paper • 2607.08964 • Published Jul 9 • 79