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All SourcesarXiv
#code execution

Tool Verification for Test-Time Reinforcement Learning

Intermediate
Ruotong Liao, Nikolai Röhrich et al.Mar 2arXiv

The paper fixes a big flaw in test-time reinforcement learning (TTRL): when many wrong answers agree, the model rewards the mistake and gets stuck.

#test-time reinforcement learning#verification-weighted voting#tool verification

Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization

Intermediate
Yuchen Shi, Yuzheng Cai et al.Dec 31arXiv

Youtu-Agent is a build-and-grow factory for AI agents that cuts manual setup and keeps agents improving over time.

#LLM agents#automated agent generation#modular architecture