Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design Paper • 2608.10299 • Published 27 days ago • 136
E-Commerce Bench: Evaluating LLM Agents on Long-Horizon Autonomous Business Operation Paper • 2608.30730 • Published 6 days ago • 16
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published 13 days ago • 205
Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding Paper • 2606.21906 • Published Jun 20 • 26
Uni-MoE-2.0-Omni: Scaling Language-Centric Omnimodal Large Model with Advanced MoE, Training and Data Paper • 2511.12609 • Published Nov 16, 2025 • 107
JanusCoder: Towards a Foundational Visual-Programmatic Interface for Code Intelligence Paper • 2510.23538 • Published Oct 27, 2025 • 99
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Paper • 2508.05748 • Published Aug 7, 2025 • 144
NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents Paper • 2510.07172 • Published Oct 8, 2025 • 28
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training Paper • 2508.00414 • Published Aug 1, 2025 • 96
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis Paper • 2412.19723 • Published Dec 27, 2024 • 87