Posts

Why Safety in LLM Agents May Depend More on Interaction Topology Than on the Model

When Do Tools Help LLM Agents, and When Do They Backfire?

Why Does LLM Diversity Shrink? Reconsidering Generative Diversity After Supervised Fine-Tuning

AWS and NVIDIA Show Two AI Trends: Better LLM Evaluation and Wider Agent Adoption

LLM Agents and Scientific Discovery: What Four New arXiv Papers Suggest About the Next Wave of Automation

DreamProver and AGEL-Comp: What LLM Agents Need to Reason Better and Generalize Further

Three Recent Papers on Making LLM Agents More Stable in Planning and Reasoning

Two Ways to Stabilize LLM Agents on Complex Tasks: Hierarchical Planning and CAP-CoT

When Does LLM Self-Correction Actually Help? Papers on Iterative Refinement, Evaluation, and Reliability

AI Agents in Practice: Workflow Integration and Real-World Use Cases

How LLM Agents Combine Decision-Making and Skill Use in Long-Horizon Tasks