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IterResearch: Break Through Long-Horizon Reasoning Limits with Markovian State Reconstruction

IterResearch: Break Through Long-Horizon Reasoning Limits with Markovian State Reconstruction 17551

Long-horizon reasoning is one of the toughest challenges in current AI agent development. Traditional agentic systems, which rely on steadily…

12/18/2025Agentic Search, Iterative Deep Research, Long-horizon Reasoning
Search-o1: Boost Large Reasoning Models with On-Demand Knowledge Retrieval for Complex Problem Solving

Search-o1: Boost Large Reasoning Models with On-Demand Knowledge Retrieval for Complex Problem Solving 1119

Large reasoning models (LRMs)—such as OpenAI’s o1—excel at multi-step logical reasoning, especially in science, math, and code-related tasks. But they…

12/18/2025Agentic Search, Complex Reasoning, Retrieval-Augmented Generation
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