Posts
DreamProver and AGEL-Comp: What LLM Agents Need to Reason Better and Generalize Further
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Three Recent Papers on Making LLM Agents More Stable in Planning and Reasoning
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Two Ways to Stabilize LLM Agents on Complex Tasks: Hierarchical Planning and CAP-CoT
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When Does LLM Self-Correction Actually Help? Papers on Iterative Refinement, Evaluation, and Reliability
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AI Agents in Practice: Workflow Integration and Real-World Use Cases
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How LLM Agents Combine Decision-Making and Skill Use in Long-Horizon Tasks
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Tool Choice and Interpretability in LLM Agents: Key Ideas from Three Recent Papers
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Why LLM Agents Still Struggle With Scientific Reasoning: Limits and Responses From Recent Papers
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Is LLM Reasoning Really a Chain of Thought? What a New Paper Questions
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Rethinking LLM Reasoning as Internal State Change, Not Visible Chain-of-Thought
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Why LLM Agents Stay Unstable: Three Recent arXiv Papers on Reliability, Web Skill Learning, and Reasoning Limits
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